{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Access, obtain and filter ATL06 Data\n",
    "\n",
    "#### This notebook aims to query, obtain, subset and filter ATL06 data in region of interest (hereinafter ROI), basic workflow is:\n",
    "<ol>\n",
    "<li>Inquire available ATL06 data based on bounding box of ROI in this project</li>\n",
    "<li>Two differnt ways of obtaining ATL06 data:</li>\n",
    "<ol>\n",
    "<li>Read data directly from OpenAltimetry API without downloading, suitable for quick check and simple manipulation of elevation in ROI</li>\n",
    "<li>Download data from NSIDC, subset variables and data filtering, suitable for complex data analysis</li>\n",
    "</ol>\n",
    "</ol>\n",
    "\n",
    "##### References:\n",
    "* Notebooks by Fernando Paolo: https://github.com/ICESAT-2HackWeek/intro-hdf5 \n",
    "* Notebooks by Jessica Scheick and Amy Steiker: https://github.com/ICESAT-2HackWeek/data-access "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import packages\n",
    "from pathlib import Path\n",
    "from icepyx import icesat2data as ipd\n",
    "import h5py\n",
    "import numpy as np\n",
    "import dask.dataframe as dd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from simlib import atl06lib # subset and filter ATL06 data\n",
    "from simlib.icesatapi import file_meta, OA_request  # request data from OpenAltimetry API\n",
    "import os\n",
    "os.chdir('/home/jovyan/Assimilation/')\n",
    "from simlib import coregistration as cor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## READ DEM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dem_file_path = '/home/jovyan/shared/data-knuth/reference_dem_clip.tif'\n",
    "DEM = cor.reference_dem(dem_file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x:    min = 582482.8448944142    max = 582482.8448944142    shape =  (6599,)\n",
      "y:    min = 5395092.518148141    max = 5395092.518148141    shape =  (8157,)\n",
      "dem:    min = 909.614    max = 909.614    shape =  (8157, 6599)\n",
      "bbox: [582482.8448944142, 5395092.518148141, 588510.3221990903, 5402543.276693823]\n",
      "epsg: 32610\n"
     ]
    }
   ],
   "source": [
    "print('x:','   min =',DEM.x.min(),'   max =',DEM.x.min(),'   shape = ',DEM.x.shape)\n",
    "print('y:','   min =',DEM.y.min(),'   max =',DEM.y.min(),'   shape = ',DEM.y.shape)\n",
    "print('dem:','   min =',DEM.dem.min(),'   max =',DEM.dem.min(),'   shape = ',DEM.dem.shape)\n",
    "print('bbox:',DEM.bbox)\n",
    "print('epsg:',DEM.epsg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DEM')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import rasterio\n",
    "import contextily as ctx\n",
    "\n",
    "#create a spatial_extent tuple for matplotlib's imshow method\n",
    "spatial_extent = (DEM.bbox[0],DEM.bbox[2],DEM.bbox[1],DEM.bbox[3]) #imshow uses a different ordering\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(10,5))\n",
    "\n",
    "#make a plot of the basemap for reference\n",
    "url = 'https://mt1.google.com/vt/lyrs=s&x={x}&y={y}&z={z}'\n",
    "ax1.imshow(DEM.dem, extent=spatial_extent)\n",
    "ctx.add_basemap(ax1, crs='EPSG:32610', source=url)\n",
    "ax1.set_title('Basemap')\n",
    "\n",
    "#make a plot of the DEM\n",
    "C = ax2.imshow(DEM.dem, extent=spatial_extent)\n",
    "plt.colorbar(C)\n",
    "ax2.set_title('DEM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download folder \n",
    "data_home = Path('/home/jovyan/data/ATL06_RAW')\n",
    "\n",
    "# Output folder\n",
    "outdir = Path.home()/'data/ATL06_Processed'\n",
    "\n",
    "# Create folder if it doesn't exist\n",
    "data_home.mkdir(exist_ok=True)\n",
    "outdir.mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Query ATL06 data in ROI\n",
    "#### Create an ICESat-2 data object with the desired search parameters\n",
    "Required parameters for data query: \n",
    "* short_name\n",
    "* date_range\n",
    "* spatial_extent: derived from DEM\n",
    "\n",
    "Spatial extents(bbox): The spatial extent is a required input for data access. Much like how your spatial extent in OpenAltimetry showed which tracks were available, this input provides an easy way for the NSIDC API to search through the ICESat-2 metadata and determine which granules might have some coverage there (without having to open all the individual granules, which would take a lot of computing resources). Then, this same spatial region will be used a second time to actually extract the data for the region you're interested in (which is why you might get a message during ordering saying a given granule didn't have any data in your region of interest).\n",
    "\n",
    "epsg: DEM projection, will be used in projection convertion when reducing ATL06 files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# query datasets\n",
    "short_name = 'ATL06'\n",
    "date_range = ['2018-10-14','2020-04-04']\n",
    "\n",
    "#Baker DEM\n",
    "DEM.calculate_bounding_box(epsg=4326)\n",
    "DEM_bbox = DEM.bbox\n",
    "DEM_epsg = DEM.epsg\n",
    "\n",
    "DEM_bboxq = [DEM_bbox[0].item(), DEM_bbox[1].item(), DEM_bbox[2].item(), DEM_bbox[3].item()]\n",
    "\n",
    "region = ipd.Icesat2Data(short_name, DEM_bboxq, date_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Earthdata Login user name and associated email\n",
    "earthdata_uid = 'icetianli'\n",
    "email = 'tian.li@bristol.ac.uk'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check parameters and visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "product:     ATL06\n",
      "dates:       ['2018-10-14', '2020-04-04']\n",
      "start time:  00:00:00\n",
      "end time:    23:59:59\n",
      "version:     003\n",
      "extent:      ['bounding box', [-121.87893182746436, 48.70258466806347, -121.79542720391288, 48.7704252035505]]\n",
      "\n",
      "DATA:\n",
      "('Number of available granules', 28)\n",
      "('Average size of granules (MB)', 16.003927980146425)\n",
      "('Total size of all granules (MB)', 448.1099834441)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAFiCAYAAADrxC5jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9aXBc13nn/etG7wsajQYa+0LsIECCOwlSFGmttKKtkpLHlj1ylMlIY+dNTRJ9mfiD89a85amZOKm4kqlxnDh2bGUSSbZkSdZKSqJIivsCUgQX7DsaQDfQ6H3v+35g7jFAgjtIgPL5VXUBvZ97u/ve5zznef5/jaIoSCQSiUQikUgkkktol3oAEolEIpFIJBLJckIGyBKJRCKRSCQSyRxkgCyRSCQSiUQikcxBBsgSiUQikUgkEskcZIAskUgkEolEIpHMQQbIEolEIpFIJBLJHHRLPYC5FBQUKNXV1Us9DIlEIpFIJBLJF5yTJ0/6FEUpXOi+ZRUgV1dXc+LEiaUehkQikUgkEonkC45Goxm62n2yxEIikUgkEolEIpmDDJAlEolEIpFIJJI5yABZIpFIJBKJRCKZgwyQJRKJRCKRSCSSOcgAWSKRSCQSiUQimYMMkCUSiUQikUgkkjnIAFkikUgkEolEIpmDDJAlEolEIpFIJJI5yABZIpFIJBKJRCKZgwyQJRKJRCKRSCSSOcgAWSKRSCQSiUQimYMMkCUSiUQikUgkkjnolnoAEonk2iiKQjqdJh6Pk0qlyGazKIpCNpslm81iNBqx2WzE43ESiYT4m81m0el08y45OTlXXM/JyUGj0Sz1Zl5BJBLB6/WSTqfRaDRotVrxV1EUhoaG6OnpIRQKkclkrrgAaLVacVGfe7XrWq0WvV5PXl4e+fn55OXlkZeXh9PpJDc3l5ycnCXeIxKJRCK5W8gAWSJZQqLRKGNjYwAYjUaKiorQaDTs3buX4eFhAoEAsVgMjUaDwWAgJydHBHdqgJdMJonH4+j1egwGA3q9Hr1ej0ajIZPJiEBaDRzn/q9ez8nJQa/XYzQaMRqNmM1mXC4XBQUFFBcXs2LFiju6HxRF4fPPP2diYoKJiQmmpqZIp9M4HA50Oh2Kosy7AOTl5VFVVYXVahX7RavViv/V11UnFNf6X72eTqeJRqP4fD5GR0eJRqNEIhGi0ShWqxWHw4HT6cTpdLJx40ZsNtsd3S8SiUQiWRpkgCyR3CGi0Sizs7PMzs6SSCRIp9PEYjHC4TCRSISpqSkCgQAulwuNRkMqlWJ2dhadTkdxcTF1dXVYLBZMJtMdzV6qwWEqlSKRSBAKhZiamuLcuXMkEgkA/uzP/oxQKEQ4HCaRSJBMJkkkEiQSCVKp1LzAFS5lbisqKigrK8Pn8zE2Nsbo6Cjj4+NoNBpcLhdut5vCwkLsdjuHDx9maGiIkpISqquraW5uxmw233ZmW51EAMRiMfbv3w9AOp0Wl8sfbzabMZvNIjDXaDRks1lCoZDYB5lMhlQqdc19mkwm0ev14v0lEolEcu+gmXtSW2o2bNignDhxYqmHIZHcNul0mu9973sAlJSUYDKZ0Gq16HQ6kaW12Wzk5eXNC6AymQyRSITc3Nw7PsbR0VFOnDghyhHgUmBrtVopLCzE4XDQ0dGBRqPBaDSKYH1uqYb6F5gXzGazWaanp/H7/TgcjnnlCsC8YDORSDA+Pn7F+B599NFFzdAmk0k+/PBDksnkvNvVcpNsNnvFfSoajUZMAL72ta+RzWaZnZ0lEokQDodFpjkWixGNRkkkEuTk5JDJZERm3mQyYbPZePTRRykqKlq07ZJIJBLJraHRaE4qirJhwftkgCyR3BqKojA2NsZ7772Hx+MR2cJMJkNpaSl5eXl4vV58Ph+VlZVUVlbicDiWvJY1nU4TDAY5ePDgvIDQ6XTS0tLC2NgYU1NTRKNRFEVh+/btuN3uuzK2bDaL3+9ncnKS+vp69Hr9XXnfy1EzwIqiYDQaGRoa4uTJkwDY7XZyc3Mxm80YDAaMRqP4q/5vMBgACIfD+Hw+pqenmZ6eJhKJAPAXf/EXS7Jdkt+gKAqxWIxYLCYmP06nU/xmjUYjLpfrikmsBFKpFMPDwwwNDeHz+QgGg4RCIdLpNBUVFdTW1lJTU4PL5VrqoUok10QGyBLJIuP1evn1r3/N7OwsTqeTUCjE5s2bRe3vxMQEAwMDTE9PYzabycnJEY12NpsNs9nM5OTkFa9rtVrRarWEQiG0Wi2PPfYYRqPxtsebzWYZHh6mv7+fUChEXl4eVquVRCJBIBBAURTy8/PJzc3F6XTicDjueGnHvUQqlSIWi2Gz2ebVN09PT5NIJEQtN0AikWBiYgK/34/NZsPtdlNcXExRURFFRUXk5+d/IQKu48ePEwwGSSaTYjUgFothtVopKipCURR6enpIpVLYbDZsNpv4fqn7Ijc39643iIbDYf76r/963m16vZ6cnBzi8fgVj6+rq+PrX//63RresiWdTvOLX/yC7u5uANxut2hgVcuSNBoNPp8Pn8/H1NQUDoeDzZs309LSIlaaJJLlhAyQJZJF5qc//Smzs7Ns3boVq9V61cdls1mi0ai4qMoMiUSCcDh8zfcoKSlh8+bNNx2kptNpUfecSCSIxWKMjIxQWFjI/fffT1VVFcPDw/zsZz8DwOFwUFBQgNFopLGx8QsRvN0NIpEIH3zwwRW3b9y4kcbGRioqKkQm+V4gEAgwPDyM3+9nZmaGmZkZMpkMW7duxWg0Mjk5ycmTJ0kmk6IcRS3P0ev1mM1mGhsbycnJIRwOoygKxcXFGAwGYrEY8XiceDxOJBKhr6+PbDZLXl4e//W//te7up3ZbJbe3l4sFgsHDhygu7sbk8kkguP29nZsNptYKSgvL5cTRS5N/P73//7fhMNhNBoNq1evpq6u7qqPVxQFj8fD4OAgs7OzbNy4kS996Ut3ccQSyfWRAbJEsgB9fX2cOHECp9OJxWLBZrPhdDrJz8/HZrNdM7MVi8XYs2cPFy5cEJnW6elpAJ5++ulrnlAVReHkyZMMDw+LzPKqVatoaGi4qfH7/X4++eQTcd3pdJLJZIjFYrhcLpG1s1qtNDc3U1ZWhqIohMNhZmdn8Xq9DAwM0N/fTzQavaGxS+ajKAp9fX10dXVx//33s3nz5nt2grFnzx4OHz5MbW0tdrsdq9VKMplkZGQEAIPBQEVFBXa7HY1GQyAQYGxsDK/XSywWw2QyiaBZq9UKRRWNRjOvKTKTyVBQUMCaNWtobW3F4XAs6XYrikIoFMJiscgs5w0yOzvLz372MwwGA/n5+eKYqTa3Xs7U1BTHjx/nxRdf5MiRI/h8PnJycnC73ZSXl1NeXn7NRINEcqeQAbLktwKPx8OHH37I0NAQOp0OjUZDSUkJ3/jGNxasZX311Ve5ePEiAC6XC5PJJDK76XSavLw87rvvPlavXk0sFuP73/8+VqsVnU5HXl4e1dXVNDY2AjAyMsL7779PSUkJW7ZsWTBIymQyjI2N0dPTI6Tb1DrXLVu2UFpaelPbm0qlOHr0qCjVePHFF9HpdNhsNkKhEF6vF7/fLzKCs7OzhEIh8RiLxSIuVqsVp9O5ZDW/9yoXLlzA6/Xyta99TTQg3qtkMhl++ctfMjk5SW1t7Q1nTtPpNL29vQwNDYlVEbvdzte+9jWCwaAo11EDZvW3Kbm3SSaTog55eHhYNK3m5ORgNpsxGo1C7SWRSFBSUsLk5CSVlZViMq9O1n0+H9lslh07drB9+/al3jTJbxHXCpDldFnyhWBycpIPPviA4eFhACHfNTMzw9UmgY899pgIkKenp8WJ2+l0YrVaicfjvPnmmxw7dow/+IM/wGKxkJubi9vtxu/3s2/fPvbt28e3vvUt6uvr0Wq1nDp1ijfffBOdTif0iFXd4WQySXFxMbOzs2IMZWVlNDc331QWTVEUJiYmmJ2dFQ1hpaWlFBQUoNPpmJqa4oc//CEajUbcXlxcTG1trQjwJYtDKBRi586d93xwDJCTk8NXvvIVenp6OHToEOfOnaOyslI0qpnN5iuek81mOX36NBqNhvvvvx+Hw8G//du/EQqFePnll8nJycHhcLBy5UpMJhNr166VwfEXBIPBQF1d3bwyC0VRiMfjBINBYrGYOAbu37+fc+fOUVJSgqIoTE5OkkqlSKVSQg4xGo3K74ZkWSHPlJJlSSaTYXBwkO7ubpFtzWQyhEIh4vE4zz//PCaTCbi0fPf3f//3wCWzDVWBALhmHajdbr9CTSAWi+HxePB4PASDQXJzcwkEAmi1Wr797W9z5MgRBgcH5wXdP/zhD8X/f/7nf45erxfmHarclyr1deLECTweDy6Xi6mpKcbGxhgbG8NgMPDEE09cc58EAgGmp6fxeDxkMhnq6+tpbm6msrJyniyc1Wqlvb1dGG54vV7R/KeekADhotfS0nLT2WvJJXQ6HefOnaO6uhqLxbLUw7ltNBoNDQ0NNDQ0MDU1xZkzZzh06BAA27Zto7i4WDz23Llz9Pb2Ulpayte//nX0ej0TExPi/pKSEgD6+/uFGc7atWvv4tZI7jZzdcRV1FWFNWvWYLFYMJvNJBIJIpEIoVBImCHl5+dz9uxZoZwjkSw1t11iodFoGoFX59xUA3wXyAP+M+D999u/oyjKe9d6LVli8duNah984sQJent7sdvtFBUVYTKZUBQFrVZLPB7n/PnzfOc735m3/BsOhxkbG2N8fByr1UpBQYGQWUulUuTn599SEKg2FalLwyaTCY/Hw49//GPg0gkhJycHi8VCRUUFNTU14rlWq5W6ujpycnL44IMPGBgYIBAIkMlkeOSRRzCbzWQyGQKBgMguX43LG8Kqq6v55je/ed3xp9NpfvjDHzIzM3PVx7S0tNDU1HQju0PCpc9CLVmZnZ1lamoKg8HAc889R1lZ2VIPb1HJZrO8/fbbdHV1YTKZcLvd2Gw2kskk/f39fPvb355XO6ooitg3fr+fTCYjFCsWykD/NqMoCsFgkNHRUaanp4nH40SjUXQ6Hdu2bftCrEpczuDgIO+99x6JRIKCggLsdjsOh4N0Oi0mYnBpZa29vZ2CggICgQDwG511jUZDbm4uhYWFMuMsuW3uWg2yRqPJAcaAzcDzQFhRlL+60efLAPm3E0VR+Oyzzzhy5Ah6vZ7q6moKCgrmmU34/X6xFFdRUSEkpS43oaiqqsJutxONRvk//+f/oNPpyM3Nxefz8eijj4p6YrUE4vID7OHDh/F4PKIDOxgMYjabhQVxUVERGzdu5N1338VgMIjMrGoSkZ+fL8olwuEwXq+Xl156iV/+8pcMDQ1hMpmwWCwio6waVKgNTKlUikwmg8lkwmQyCYOJeDxOf3+/cG9bv349jz/++A3t397eXk6dOkVfXx8FBQW43W7y8/NRFGWe9fTltstq8K+agTgcDlmjDOzevVvUcre1tVFfX49Op7vnVCtuhmw2i8fjobu7m0AggE6nY+XKlfMmhJLfoDb+eTweJicniUajQsUjkUgQj8cJhUJkMhlcLhcGg4FkMkkymSQQCGA0GvnTP/3TZR0AxmIxAoGAOG6l02kMBgNlZWX4/X6Gh4cZHBwUqwpqY+fatWspKyu7YtvS6TTJZJJUKkUoFOLYsWNCTQSYt2qnGgwVFxdTWVnJ6tWrKSwsvHsbf5OokyFVXUir1YqLwWDA6XTKCeQScTcD5EeAv1AUZZtGo/l/kQGy5AaY6zqnBowGgwG73U55eTlVVVWUlZURDod5++23sdlsVFZWYjKZhHya6mA2NTWF2+2mtbWV7u5uhoeHaWlpoaCggH379qEoCjqdjnQ6zZo1a64IMv/pn/6JYDCIVqslLy+PtWvXztO9PXLkCOvXr2fdunVMTU0xODiI1+vFbreTSqU4deoUdXV11NfXk0gkeOedd4R1dFVVlQig1JKRWCwmTpjpdJpsNjvP0U1RFPR6PWVlZdTW1lJWVnbLB9JEIkF3dzc9PT1MTEzMC351Ot28g7ZWqxX206p+s8/nE0ofTqdTOAT+tqEoCoFAgMnJSXp7e3n++efvmpGKZHkSiUQYGRlhdHSUsbExJicnhba4zWbDaDSi1WqF7GI8HheT0nA4TDabFQo6RUVFrFu37q64aV4PRVHw+XwMDg6KoFS9DA4OYjQaxXEkJyeHZDKJ3+/HYrFQUFAgjhVarVYce2/UHTOVSl1zQp5IJJiZmWF6epqhoSF27NjBli1bFmvTF41wOMw//uM/kk6nsVqt6PX6eckIdUKQk5OD0+nE5XJRWFhIRUUFK1asECsxannKcp403YvczSa9rwL/Nuf6/6PRaJ4DTgAvKYriX+T3k3wB0Ol0ohY4Ho+LgG0uo6OjvPzyy6JRzu/3i2Aym80Kx7J0Oo1Op6Orq0tIT3V2drJp0yY2b95MPB5Hq9UKI4fLaWtrY2hoCIPBwOnTp4VcmprdmJmZobq6mk8//ZRDhw6Rl5eHzWajq6sLs9nMM888wxtvvEF1dTVGo5Hf+73fI5VKMTU1xcTEhMjYqlkXrVY7T01CDVjVADqdTjM9Pc2pU6eora29rSyD0Whk1apVrFq16paen8lkmJqaYmRkhM8//5zx8XHa2toW1Q76XkCj0WAwGITBytDQkAyQfwuJRCJ89NFHDA0NEYlERDNjSUkJK1euRK/Xi9/9+Pi4WPEqKCigvLycwsJCIZFmsViWReATCAQ4evSoSDiMjo6i1WopKCgQEm46nQ673c62bdsWbC7OZDKLIhV5reBYURQRqMfjcRRFWbYZ5D179pDNZlm3bh2FhYVispBMJkmn0+JzTyaThMNhIpEIBw8epKysDIfDwd/93d/Nez2r1YrNZkOv1xMIBHj22WevWZ4nuXUWLUDWaDQG4Engz//9ph8C/x+g/Pvfvwb+YIHnvQC8AFBZWblYw5Esc5LJJFNTU2JZUb0oioLVahWZFzUzUVBQwDPPPEMgEBAZXjWY/Pjjj+e9tipkPzs7K0oDBgYG0Ov1whK4srKSHTt2XDGuDRs2sGHDpclkfn4+IyMjjI+PYzQaMZvN7Nq1i7y8PNGopx7ULBYLk5OTYtb/7rvvotfrsVqtWCwWUTJhMBjEyUPNIKjlFeFwWATQqiRWPB4X2eSFAvq7SU5ODiUlJZSUlFBbW8uBAwfYv38/ubm5bNq06QtbXnA5qpZvJBIhm80u2xOz5M6RTCbp6Ojg9OnT3H///RQUFAjZxrGxMU6fPo3X66WkpITm5ma+/OUv43K5lrVG9oEDBzh48CBVVVXYbDby8vKoqam5aX3iO6WjPjs7y+joKLOzs8zMzGC1WiktLaW1tZWnnnpq2dZsP/jgg7jdbs6dO8fx48eFDCf8pqlcXclX/6+srOSZZ55Bo9Hw2GOPMTY2JmrVI5GIsKwHlvV36l5n0UosNBrNU8AfKYryyAL3VQPvKIrSeq3XkCUWvz2cPHmSd955B4PBQGFhITqdThxY1aAzHo/PyxJrtVpWrFhBa2srzc3NIsNw4sQJBgcHhVpEUVERbrebwsLCBZUF5galavPdQgSDQfr6+sTSp2o3rNVqKS0tJZ1O89lnn9HT08PMzIyo2VWzwna7HZPJRFFRERqNhkgkQjQaFWYK6hicTid2ux2j0SgOmF6vF0VRcLlc6HQ6zGYzubm5QtZNzSAsNdlsVhimtLe3/1aI/b/++uvif6fTSV1dHY899tgSjkhyt+jr6+Pjjz/G6/XidrupqKgQ9bSjo6N8/vnnVFZW0tLSQl1d3bKpK1UbSlXFCDXBoAZX8XicgwcPkslk2L59+7Io75iL1+tl//794npbWxsVFRXMzs5isVjYsmULsViMUCgkGh3VZIjRaJyXmFiIqakp4FJ21mw237GgMxAIEAqFyM/PB2BoaIhoNIqiKFRVVYmJ1tWYmzlXe1Qkt8ddqUHWaDSvAB8qivLTf79eoiiK59///1Ngs6IoX73Wa8gA+bcHRVF45ZVXGB0dZdeuXTe0vBgKhThz5gyTk5Po9XrWr18vlCOuVwubSCQYHR3F7/fz7rvvAr9ZwmttbeXJJ58Uj81ms/zyl7+kr6+PoqIi4vE44XAYvV5PLBYjlUrx3HPP0dXVRW9vL/X19TidTjQajWhwC4VCnD59mmw2y1e+8hUKCws5fvw4Z86cIRQKCRH9dDrN17/+dSG47/P5iMfj2O124vE427Zt46OPPiI3Nxej0SiC6ng8TlVVFS0tLaxcuXLJs7dHjhzhwIEDbNmyZdlmcm6VVCpFT08P2WxWnKCGhoYA+O53v7sslsYld55UKsX3v/99UqkUVVVVYqUpFovx+eefE41Gefrpp6moqFjU97xdY5WJiQl+/OMf43K5MJvNV9TAAqJ0Qm2CXo69BWqCIhwOEwqFCIfDmEwmxsfHxbF0rkGJWsamXrZs2cKaNWuENrO6vVqtlu9973vYbDaxYqfT6cS+KSoqEsfZxXJ93LNnzzzVDvXcAfBf/st/oaioaFHeR3J97ngNskajsQAPAy/OufkvNRrNGi6VWAxedp/ktxhFUXjjjTfw+/3s3Lnzmgf/2dlZxsfHGR0dJR6PA5eWpQoKCvB6vRw5cgSAqqoqZmdnsVqttLW1UVxczLFjxxgfH2flypVEo1E6OzspLi4WqhQGg4F0Os2KFSvE+x0/fpwLFy4wMDAAXCqzUIXw0+m0aLrzer14PB5qamqEtFc8Hqerq0uUgaxatYoHH3yQTCbDP/7jP1JQUMCGDRvIzc1Fq9XS2dmJ1+vls88+Ix6Ps2LFCpqamkQ9YiAQ4MyZM+LAbbfbMZvNhEIhtFotvb299Pb2Mjg4yNNPP31HPqsbZcuWLTgcDt5++20aGhqor69f0vEsFtFoVHSfezweSktL2bBhA9u3b1+wE1/yxeT06dN8+OGHuN1uVqxYgdvtJpvN0tfXR3d3N+vXr2fnzp2LZsLT09PDe++9J8rJ1LpTu93OAw88QGFhIclkkl/84hc4nU527dp11aynwWDAbDbf89rCamB7eXa7urqaaDR6zVKnaDTKiRMnOH/+vAieM5mMaJQ0Go089NBDAELVR8Xn89HT08O+ffv42te+RlVV1W1tRyQSIZVK4XA4rmiMTqVS9Pb2Eo1GMZvNojFPuk8uDdJqWnJXURSFt956C4/HQ3t7+1VPKOFwmHPnzjEzM4NWq8VkMrFixQpcLpcIIJPJJCdPnqSwsBCbzYbVaiUcDjM6OkogEKCiooKCggL6+/uJRqNEIhE2btxIYWEh0WiUs2fPkkwmefHFF8XJZffu3Rw+fBi4lFXZsmXLvNl8PB5ncnKSCxcusHHjRo4ePUpzczOZTIbu7m7a2tpobm6msLBQLK/+/Oc/x2g00tLScsW+6O3tJR6P09LSsuAJTlEUPv74Y1wulwjWAMrLy4lGo0xPT6MoCtXV1axatYr6+volK73IZrO8+eabDA4O8tBDD93ztXGXa0+rXG4uI/niEo/HOXPmDEeOHKG2tpbq6mpxX2dnJ8FgkN/93d+loKBg0d4zGAzyox/9iDVr1lBcXCxWjOLxuFjVeuKJJwgGg/zt3/4tRqOR1atXU1payuDgIJOTk/MCwIKCAnp6emhoaKC1tVUGWpeRzWaBa9fyKorCsWPH0Ol0V+jPK4pyw/s0m83yv/7X/yIvL4/q6mq0Wu28Hhw1661eV8spANHHogbOra2tt9xwLfkN0mr6OnR3d9PX14dOp6OoqIjS0lJcLteyOJCk02l8Ph+5ublfCIkXn8/HmTNnyM3N5dy5c+Tn5+N2u0UtlaIoRKNRPvnkEzZv3iw0V1taWjCbzUJiy+FwYDAYaG9vn/f6drtdOHip5Ofnc/ToUWZnZ8XB0GKxsGnTJg4cOMCpU6fEcukjjzzCtm3b6O7u5vz58xw9elTYNJvNZsLhMNFolHQ6LTIAnZ2dZLNZTCYTNpsNt9s9b4lSFba/HI1Gc91Mq0ajoaqqimw2S1FRkcgizf0eRKNRJicnOXDgAO+88w5PPPEEsViM2dlZSkpKaGpquivfm/fff5/z58+zcuVKLl68iMPhoKSk5J4MlGOxGNlslgceeIBAIIDX62V4eJiioqLryk9JvjiMjo6ye/duSktLhXa4+lvS6/XY7fZFU3GJRqMcPnyYEydO0NDQII5jaubU7/czMzNDY2Mj//Iv/8LIyAiVlZVMT09z5MgRCgsLRQOtWl+s0WiYmZkhPz+f7u5uXC6XdM28jBs5PmUyGfx+PyUlJUQiEdFrEQqF+Od//mcURaG+vp6KigpCoRBTU1OEw2FcLhdutxu73U5PTw+xWEyoIpWXl9/wcXmuRrQaNH/88cecPXuWtrY2amtrl2VZzPVQFIWJiQkmJydZs2bNUg/nCmQGGfjJT37CxMSEyEoCPP/883ddVSMejzMyMsLs7CwGg4GBgQEuXrwo9H61Wi0rV66koaGBUCgkVBkaGhoWbWnvbpBOp/F4PEJIfnx8nLKyMkKhEH6/XzTjPfnkkxw9epQzZ85c4QT3yCOPCAH5G0HVHL78ZObz+Th16hS7du2itrb2iqaHZDLJkSNH6OzsJBqN4nA4qKqqwmw2c+TIEdra2igtLSWbzTI7O0tfXx+zs7M8++yzIvPc2dk5r7Hrd3/3d+9YwHr+/HlmZmawWCwYjUZha60K6RcUFNyxemXVmtjn8+H3+/F6L5lolpaW0tjYKOq07wW6urro7OykvLychoYGnE4nsViMEydO0NbWxtatW5d6iPcU09PTHDx4UFivq+Y6wWCQcDhMXl4eVVVVVFVVUVFRsWxsu1OpFLt37xaykIqiCMWWdDrNuXPn8Pl8tLa2smXLlluW2zp//jxvvfUW5eXl1NfXLxh0d3R0MDk5ycqVKzlx4gRr1qxhxYoVfPrpp/j9fqqqqli/fv1V3yOTyYigWXLzpNNpLly4wODgIJWVldTU1NDR0UFhYSHFxcVMTk4SCAREosRkMhEOh4WplVoDnkgkyGQyNDU13VbyIJPJMDg4yNTUFF6vl+LiYhoaGrBYLPMy0OrfVColxma1WqmqqroimXQ3URSF//E//oeQuvvud7+7JOO4a0Yht8tSBchHjx5ldHQUoxDuD94AACAASURBVNGIy+Wa15l8J/H5fJw9e5aZmRkmJiYIBALk5+djtVpFhrK8vByLxYKiKKLGNRQKYbfbxQ8kJyeH0tJSjEYj4XAYnU5HQUGB0Nk0m81C/cDhcJCTk0MkEiGZTJKXl7eoGT5FUYhEIgQCAUpKSkilUrz99tuYzWY2btw4r1whHA5jtVrp6+tjYmKC4uJikSWdu++7urp45ZVXgEv1x6qBxUJ86UtfEh3CNzrewcFBPB4PPp+P4uJi6urqqKmpobS0dN6+UZe/1OC4r6+Ptra2K15zeHiYs2fP8vTTT9PY2AjA3r172b9/P8XFxTidToxGIxaLBZvNJvSPbwS1Nu1mlvQGBgbw+/0Eg0FCoRBms5mVK1eydevWO9Kt/vrrr+PxeLBYLPh8PmKxGABut/ueqIPs6enh888/B6C+vp6enp5599fX1/Pss88uxdCWPalUisnJSfx+v5Bh7O7uprOzk9raWqxWq1ClMRqN4vek0WiYnp7G4/EIOcOvfvWr4vezXDhw4ABnz54VBjpqRg/AZrPx0ksv3dLr7t+/nwsXLrBt27ZrPq6zsxOHw8GqVav453/+ZzZt2kRpaamomb1TEmuS3xCPx/F6vfh8PiwWCw0NDUs+6Uin03i9XqampoQO9VwTKFUlam4G2uPx0NTUxBNPPHHb759IJETD442iKAqvvfYaiUSCvLy8eY3ydxMZIC8zFEXhV7/6FT09PVRWVmK328nNzb2lYFXVY43FYqTTaUwmE5lMhlAoJGTF5h7Mo9EoGo1G/GgSiQSFhYW43W5CoRAtLS0UFhaSl5eH1Wpd8IefyWTweDzCGSibzdLb20t3d7fIxKvSOhqNBr1ej9PppK+vj9raWjZs2MCpU6fo7Ozk61//Ovn5+Rw6dIhoNIrRaKSsrIy6urp5HcPRaJR/+Zd/wePxAJcCZdXmWS150Gg03H///bcc9KXTacbGxhgbG2NiYoLS0lL+8A//kFQqxfnz5/n444+Jx+M4nU4cDgdDQ0OUl5dTU1Mzb6x+v1/YpD7zzDPic52enqa/v59wOCwav9TAVZ3AzNVqVjutM5mM6OCemZnBZDJRWFiIyWSipqbmpqR+VAvcwcFBRkdH+cY3vrHoS65/+Zd/yX333Sc+h2QyicfjYWJigqKionl1nMuRffv24fP5KCkpIZvNMjk5Ke67nSDoi8rExATHjh0Tq1+5ublYrVah6GKz2WhoaBDf03A4zMGDB0XTreoWWVVVhcVioaOjA4CtW7cyOTlJfX09q1atWjZZ5YVYqA7V5/Px2WefCbv73Nxc7HY7DoeD/Pz8ecf6VCrF3/zN37Bly5ZrTvD7+/vJZDI4HA4uXrzIfffdd0+WMEmWHq/Xy5kzZ3j22WdxOp3MzMwI1z5VscdqtWK327Hb7WSzWRFcO51OUdJx6NAh4UVgMpmwWCxYrVYRP6RSKRG0q7GGupq5HErVZIB8HWKx2DX1cG8H1UpS/dJ5PB5OnTrF+Pj4onY93yhq9kZ932QyyezsLOFwmI6ODtEAEA6HMRqNNDU1iSVm1eGnv78fu90uAmzVLKGoqAiXyyWW8FU744KCgnkduiMjI1RUVBCPx+nv78dqtVJSUoLT6RRWpVNTU0KtQv1B5eTkcPjwYZLJJA6Hg3Q6TW5uLk6nE7fbfc1ZvCq9puqAqnWk6o/fYrGg1Wp54403ACgsLGT16tW0t7fzN3/zN0QiERobG3G5XMzOzhKLxRgfH6e6uprh4WFKSkpYtWoVOp2OyclJhoeHicfjBAIBtm7ditvtZmhoSKg9qGQyGb73ve/R1tYmbGgTiYQQgy8sLKSlpQWbzYbZbKampoapqSk8Hg9jY2NcuHCBtWvXCiWNm/keXLhwgf7+fl544QVcLtfNfpWuyvvvv09HRwd2u510Ok0sFqO8vBy/38+KFSuoqalZtPe6E6jOh5OTk3g8HnJzc4XM02I2Y93LKIpCf38/Bw4cwOv1CqnFsbExvF4vBoOBxsZGqqurSafTaLVadDod8XicTz/9lPz8fFauXCkm2B9//DGZTIbc3FwmJiYAqK2tJT8/X3zfi4qKyM3NxWaziWXi0tLS6/727zZqsPx//+//ZWBggMrKSgwGg3B9i0QiJBIJSkpKqK+vp7m5GaPRyF/91V+h0WgoKipi06ZNCwYPn3/+OVVVVZw9e1ZYEi+XfhnJvUU0GhUleZFIBLvdjtVqFYoZqhGW6qqo1WoxGAzodDpisRhbtmxhy5YtvPXWW/h8PjZt2jRPp1ldWVEVOtRzsJogCoVCOJ1OmpubaW1tXTI3UhkgX4eXX36ZkZER6urqaG5upr6+flEK3jOZDK+//jrd3d2i7s5ms1FWVkZFRcWyE/n+6KOPqKmpoaamBkVRCAaDeDwevF6v+IGsWLFi0cauzlIXWhZUM53qJRKJiHqueDyORqNBq9WSl5dHOp0WzTJzDTjmamCGw2GRpVVLNKxWK0ajUbx2Tk4OGo2G0tLSeZ3KPp+Pc+fOiWY89Yeu1WrZuHEj7e3t/OAHP+CBBx64Int94cIF+vr6RNZ3ZGSE+++/X9Swjo+P8/LLL/M7v/M7V+yDcDjMvn37+OpXv7qgtNDY2Bg//vGPAaioqMBms4kSjmudMC9evEh3dzfpdJrVq1fz4IMP3lQ9942QyWQYHx8nGo3i9/sZGhpidHSUnTt3LqvvfSaTIRqNiqZGr9fL9PQ0ZWVlNDQ00NTU9IXTdb4dMpkMnZ2dHDx4UHTd5+bmYrFYGB8fR6/XC6UVFfW7qJZUFBYWsnnzZjFJj0ajfPjhh+Tm5pKfn09lZeUVE7ZUKsX09PS8k28ymcTn86HRaMRnVV1dfdWkw/Hjx4nH47jdbhwOBw6HA5PJdF1jBp/Px+DgIAMDA/T29pJKpdi4cSObNm1iZmZGHBN8Pp9YRVu1ahWrV6/ml7/8JXa7nfvuu2/e6yYSCaanp8UkzGKx0NjYSGVlJadPn2ZoaIi1a9deUSPa29srVh6j0SjDw8M8+OCD5OXl3dgHKJEswM0occCl5sSLFy/i9XrFCsaGDRtuKoGQzWaZmZnB4/EwMDDAd77znZse92IgVSyuQzqdZs2aNWQyGY4cOcKvf/1rqqqqWLduHQ0NDbdc1+X1eunr68NsNlNYWEh1dfVN1cfebeZOljQajTiJNDU13ZH3u9bSoKr8sFC5RDabJZ1Oc/bsWQYHB8nPz6empkaI6quBbiwWQ6fT4Xa7eeONN9BqtTQ2Ngox+enpafr6+rDb7ZSXlxOPx3G5XDQ1NZFOp8lmswSDQRKJBPX19ezbt4/q6mpxIFFLW1577TUKCwsXHGthYSF6vZ6amhq0Wi16vR6fzwdcclV65ZVXWL169YL74OTJk0JVZSFUFz5Vd9lms3HmzBmhqdzY2LjgQa+iogKNRoPP5+P8+fNMT0+LLv2ioiKqqqpuOyOVk5NDMpnkzTffpLi4GJfLxY4dO5YsOI7H4wwPDwuHwnQ6TTQaJZFIiBKnwsJCdu7cyYoVK5bceGW5kUgkOH78OEeOHBFNwzqdTpR1RaNRLBYLGzZswGaz4fF4uHDhAoFAgKKiIlpbW4nFYsIRci5qeZTad7HQaoZer1+wAU6dSHs8Hnbv3k0gEKCqqorVq1fT0tIy73usloE5nU7RK2GxWHjuuefEcTmTyYgVoMHBQYaHh8UqmOpqmUqlRBOn0+kUjW8mk4nq6mra2tro6+vj9ddfp6amRuioz8VoNFJaWkppaSlr1qwR9ddnz54VwcpCv5W6ujosFgtHjx7l0Ucfxev1LuvSE8m9wc0e7+12Oxs3biQcDgNctRzzWmi1WvG7urzPY7kgM8jAT3/6U6qqqkSKP5VKMTY2xsjICKFQiFWrVt2yQ5iiKExNTdHb28vRo0ex2+2sWbNm2ViQzmXPnj3U1tYu+yVwuJRdPX/+PLFYTDQczm1I0Ol02Gw2kW1Sa6Ha29vnZUuz2axwYsrJycHv9zM9PY3f70ej0WC1WoXzFFyqi1RPXO+++y4Oh4Pq6mrRoXw9uru7GRwcZMOGDRw5coSGhoYFT6BwSWKqo6ODP/qjP1ow+P7bv/1b8b09fvw4VVVVPPXUU/h8Pl5//XXcbvd1ZeRUGcFgMEg0GsXn81FQUMATTzxxW65RPp+Pn/zkJ0J3eilRmyYbGhpoaWkRy4QOh+OKhlDJlfh8Pv71X/8Vm81GTU0Nx44dw+FwiNKna2UvY7EYn3zyyXXNY1KpFGfPnmVgYIAtW7bcdMmQSiKRYGJiQpSBPffcc2Ii7vF4+NnPfsbOnTuFhnooFKK1tZWnn36aV155hcHBQaxWK/n5+eTn519hV59IJERfh8vlWvSmODXgNxgMC65i+v1+Tpw4wYYNG8jLy+Ott95i7dq1t21eIZEsFWpP1nJUsZAZ5AXQ6/VUV1dTXV1NOByms7NTCLKrDVQGgwGr1cqGDRuor6+/6klWrSkrKipi3bp1vPfee7z33nuUlpaKUgt5gr55bDYbmzZtuu7j1AlKOp2mtLT0in2t1WopLy8X19X/s9ksGo3mmp9NQ0MDlZWVN5UVbWhoIDc3l+7ubtrb28nLyxPBuUo6nRbugTqd7qrlPvX19Zw6dQq9Xs+KFSt4+OGHxdhVmZ/rodPpKC4uFtm5bDZLd3c3f//3f09JSQkGg4Hc3Fwee+yxG95GuDQRyGazS9pAFI/HuXDhAn6/n9///d+/q/atqkOXuppxr3Lx4kXefvttmpubqaqqErbn7e3tN/TZms1moV9+LVKpFENDQ1RWVl4RHCuKwvj4OPF4HKvVek1NeKPRSFVVFcXFxezevZtQKCQmetlslpycHMbGxsjNzSWVSvHQQw+h0Wh44403mJmZYdeuXddcPTAajXd0FeRqmumqqZB63DCZTLz//vts3759UfsHJBLJb5AB8r+TTCaZnJwUdWkqNpuNpqYmJicnsdvtbNiwQahCqE5bH330Edu3b7/CpSgQCNDf38/w8DCjo6PMzs4K0fe8vDxOnTqFx+Nh48aNshP5DqFOUG6WG/k8btVOeW5AevbsWfr6+kQpRiwWIxgMUl5eTnt7O42NjVc9YX/5y1/my1/+8rzbenp6eOONN2hpabmmWoRaQ5ZIJIS+tqq20dTUREVFBcFgkPHxcQYHB296G9vb2zl27BjpdPqmn3urpFIp4XTo8XgIBAI0Nzfzla985baCmpGREY4cOUIoFCIajVJXV8fmzZtxOp14vV6xLF5ZWUkymaSzs5P+/n5RpgPw3e9+954KlBVFYd++fZw4cUJs66effkpOTg5btmy5qeOVVqslFApds87RZDJRVFSE1+slmUzO+84nEglhKQ+XTH5SqRR5eXmiyTY3NxeNRkMwGCQYDDI2NobZbOadd95haGgIg8FAeXk5ZWVlBAIBGhoaaGtro6ura16yY7mW1nR0dDAwMEB5eTmHDx/G7XazYcMGGRxLJHcQGSBzaQl2eHgYgKamJtxuN8lkEovFIuTXfud3fkdkMODSUpfRaKSuro6enh7efPNNioqKcLvddHV18dFHHxEOh3G73TidTlavXo3D4SASiXDu3DmCwSBlZWVotVrS6fSyPTBL7gyKotDd3c3IyAjV1dWUlJQI3eobKddQM3KqlJbaIf+v//qvbNy48bomN8PDw6TTaR5++GH8fj+ffPIJZWVlNDc3i+XdgYEBpqam+L3f+72b3r5MJoNer2dgYEBk/BaTcDjM9PS0MJqYnZ0lmUxiNptZsWIFDz74IDU1NbetEjM6OsrPf/5z8vLycLvdlJeXMzMzw49+9CPMZjPJZJLy8nK0Wi09PT1otVpKSkp45JFHMBqN+Hw+Dhw4gM/nW/JSkxslFovxq1/9Cr/fz44dO9Dr9ULGaceOHTe0T+PxuLCKDwaDwo1QNcK4fMKi1WrZsmULBw4cYP/+/Tz00EPiPpPJxNNPP83IyIjIoLa1tQndV7WkQlEU3G43gUBA6ALbbDYeffRRMpkMExMTBINB1q1bh0ajoays7JZLOe42tbW1OBwOkskka9eulecLieQuIANkLmX0JiYmeOKJJzh69KgwU5iZmUGr1bJu3TohLQSXTiCffvoplZWVmM1mVq9ezYYNG0Rtq8PhwGKxEIvFKCkpmbeEb7fb2bJli7iuGoCk0+ll4YZ3L2W57mUuXrzI1NQUWq0Wo9HIwYMHycnJobGxkVWrVlFTU3NVjcienh5ee+010dyk0WiEQgfcmFlARUUFp0+f5oMPPmDTpk08//zzHDp0iA8//JDCwkLC4TAlJSV8+9vfFpPCm0Gn0/Hiiy+yb98+PvnkE3bu3HlLr7MQvb29dHV1CTMXt9tNcXExeXl5i/79NRqNQmpMba588sknaWpqIhgMXlcxxOVy0drayo9+9COefPLJqzZkLhfGx8d59dVXKSoqYvv27aTTafbs2YPFYmHbtm03dIyanZ3l8OHDrFmzhscee0xo/p4/f5533nmHnJwcmpubr3ieqiSyatWqK+7LycmhurpaWNO2t7dTWlrKwMAAiqKwZcsWqqurMRqN/OAHP6C6uprVq1fP+2zuhd6Kq6E2TEskXzQikch1S7CWiqWPyJYBO3bsID8/H7fbzbp168Tt2WyWX//610J7t7y8nNLSUtH5PlcKbC7FxcU8//zzjI6O8uqrr9Ld3Y3dbsdgMIjyDLvdjt/vFyYE+fn5fOlLX7or2ytZOuLxOOfPn8fr9fLUU0/x7rvv0tzczIoVK9BoNIyMjLB3715ef/11SktL2blz57xSiUgkwi9+8Qtqa2spLS2dZwJz8uRJoXhxeV3z5eTm5rJ9+3YmJyfp7Ozko48+orGxkT/+4z+mt7cXk8l02+olOp2OBx98EJ/Px/T09KIEyJFIhIsXL/LCCy/cFUWYwsLCK7J1Xq9XqH5ci0QigdfrZWRkRPQcLFdSqRRHjx7l4MGDtLW1iUl9V1cX8Xichx566IYn8FNTU1RUVIia+LGxMfbv38/w8DCVlZVUVFQs+Dy1Zl510lsIg8GAx+PB4/HQ39/P/v37aWhoEOpDdrsdvV7P1NSUnOxLJMuQ6elpPv30UxETRaNRNm/evNTDWhCpYnGDBAIBjh8/zuDgINlsls2bN9PQ0MD09LSQRFMzzHNJpVL4fD6hJWyxWNDr9YyMjFBUVITD4eBnP/sZ9fX1S55d2rNnD3V1daxYsWJJx/FFIhaL0dXVJRoFU6kU69evZ9OmTbz77rsEg0G2b9+OVqslk8nQ398vmpUSiQRDQ0PYbDbWrVtHe3s7AGfOnOHUqVMkk0mMRiMmkwmj0Sg0nM+fP8/ExIRYvbhcHisYDJJMJudpVqbTaU6cOEF5eTm7du1a1H1w/Phxjh07JrbzdlDr+V944YVFGt2NoSgKP/jBDwgGg5jNZpqbm4WpjtlsRqfTEYlEmJ6eZnp6mpmZGWKxGGVlZaxbt+4KybHlQiaToaOjg3379pGXlydMacbGxjh58iSKomA2m3nwwQevuzIRDAbp6urC6/Xy8MMPU1RUxO7du/H5fNTV1V1To1hlYmKCQ4cO8fjjjy9YRpBMJjl37hzT09PC8GfTpk2Ul5eTzWaZnZ0lm81e4VQnkUiWB5lMhqNHj+LxeHjooYduuOH3TiGNQu4Q//2///d5SwMGgwG73c6zzz67YHZJFZyHS0uGe/fuFVmTpqamq8p93S1kgLz4HDx4kJKSEiEPZzKZ0Ov1/M//+T+F/FxpaSlms5nR0VHKysrYsGEDn332GR6PRzR5lZeX8x//43+84drDcDjM66+/zuDgIA888MA8icKzZ8/S3d0NQGNjI2VlZeTl5ZFMJtmzZ8+iZ2cVReHVV19lZmaG9evX31ImOZVK0dfXR19fH9/4xjeWJBs7PDzMxMQEkUiE2dlZoT8dCoXIZrNYLBbKy8uprq6msrKSoqKiZRmkKYrC6OgoFy5coLOzE6vVSnNzs/jM0+k077//Ps3NzZSUlGAyma4aHKtGGn19fczMzNDe3s6mTZs4cuQIR48eFeoXN7ofurq6uHDhAtXV1bS2tl4zoI7FYkxMTFBRUbEsytMkEsmNMzo6ysWLF/nmN7+5pGZMMkC+Q0xOTuL1eslkMpw+fZrBwUFMJhPf+ta3rpDqmZ2d5cc//rFo1InH4zQ2NmKz2dDr9Yuup3kr7N69m4aGhmuqH0iuTzAY5OzZswQCAVKpFH/8x3+8oHQTXPoevPbaa1RUVNDa2srZs2eF4xfAH/7hH2Kz2cjNzRUyVYBwfXO5XEJ9Ai6VBcXjcVEDf+TIETo6OtBqtUK3trCwkEgkwt69e0Uzk8lkIj8/H7/fz5/8yZ8sehOQoigcPHiQgwcPsnr16qsusy/EwMAA586do6Ghgfvvv3/Z2T2rxiNXqxlfLvh8Pg4fPkxXV5cw3lAnR3MZHR3lzJkzPPbYY9fMekejUY4ePYqiKGzdupW2tjb0ej1Hjx7l6NGjtLe333RzpqIoeDweOjs7SSaTPP7447e0rRKJ5NZQFAW/3z9PqGAxXzsUConXHh0dpbe3l5deemnJYiCpg3yHUPWNAdra2q76uAsXLvD222/T1NREbW3t3Rqe5C6jKAo9PT309PTwwAMP0NTUhNVqvWb2zGQy8dxzzwGXpNcOHDiA3W4nmUyyadMmUfP+D//wD0xMTPD000+j0+l4++23yc/PF9bbdrsdq9WKz+cTms+bN29m586d7NixA4/HQ19fH729vRw7dgyr1UpxcTHT09PE43FaWlqoqanBbDbfkQ55jUbDfffdR01NDa+99hqZTOaGJ2LhcJjm5maeeuqpRR/XYqDRaJZ9cHzq1Cn27NlDTU0N27Ztu6a1uJqNvV5JyMWLF6mrq2PXrl3zHuv1eiksLLwl5RL1dRKJxILOeRKJZHG4muzi559/jtfrJR6PU1FRcc3Y5kaIx+NMTU0J1ZmcnBxsNhvBYJBYLLaoAfhiIwPkO0woFOJXv/oV7e3td1TmSVEUUZMqWRouXLjA9PQ0L7744jXdxa6GzWbjm9/8prCKVj/LVCrFxMQEWq0Wp9MpLHm3bdsGIGyT4/E4ra2tmEwmxsfH+eSTT/joo494+umnhQHD/fffTzqdZmZmRtTLDgwM4HK5WLly5aLuj4UoLS3l2Wef5ac//Sn5+fk3dHB0Op1ChlFya3z66ads3rz5hrLv6gRtdHR0ngLPXMLhMB6Ph2eeeeaKk+z27dv5u7/7uyt04a9HJBKho6ODmZkZGhsbaWxsvOHnSiSSqxMMBhkdHSUWixGNRgmHw2QyGXbs2CEmy+FwmL6+PqampvjqV7/Kz3/+cxoaGm76vVRzrv7+fmZmZshms1RVVdHc3Mzjjz9Ofn6+OC6oK5jLYQV9IWSAfIfR6/XU1tbS0dHBww8/vOiNOtlslv7+fs6cOQPAzp07hXh8OBxmZmaGeDxOSUnJNbNGktuju7ubqakpnn/++VtWa9BoNAtmVe12O//tv/034vE4DoeDRCKB3+8XTnU6nY7c3Nx5wWZFRQXl5eWMj4/z8ssvYzQa0el0FBQU8I1vfAO32y2s1e+7775bGu+t4na7eeSRR9i9ezelpaXzrHxV3XAVRVHo6uri0Ucfvatj/KKhlujcCFarlaamJjo6Oq4aIKsGM+Fw+IpMsapHfaPHukwmQ1dXF93d3bhcruu62Ukkkhtj7qrm2rVrqa+vx+l04nQ6OXfuHB0dHTQ1NdHf38/09DSrVq2irKyMX/ziF9TV1d3UKlAmk2F0dJS+vj60Wi3btm2jrq4Om8121WPBcg2MVWSAfIcIBoPs3bsXuHTCSaVSnDlzhvr6+kXTg81msxw/fpzR0VEA1q9fPy9zuXfvXioqKsjNzeXAgQNYLBZhROFyudBqtaRSKXQ6nchWdnV1MTY2JjKOy7HJaLkRj8fp7u7mW9/61qJ9tpcz1+LWaDRSWFiIx+O5ZrOaaoZQVFREKpUiFotx6NChqz5eURTOnDmDy+W6qRrhW0E9WJ88eZJkMikMT44ePYrL5aKxsZGcnBw8Hg9Wq1VmE2+T/Px8IpHIDT8+Eolc06XN5XLR0tLCT37yE7Zu3crWrVvFyS6bzaIoCp988gmtra243W4URSEajeL3+/H7/YRCISFRODs7S05ODps3b6akpOS2t1UikVyKQTo6OrBYLLzwwgtXNMK1t7dz8eJFzp8/z4YNG4hEIpw6dQqHw0FLS4tIoCiKQiAQwOFwkEqlmJycFJfCwkIaGhrw+Xx0dXVRUlLCrl27qK+vX5aqPTeLDJDvEDMzM5w+fVpcX7VqFbm5uezdu1c46mWzWVauXHnTTXHZbJbh4WG6u7spKChAp9Px8MMPC/k41WEsnU6zfft2qqqqePzxx4Vj4ODgIB0dHcAl5Y1EIiH0CNUv9ZkzZzh9+jRr1qwRwdLIyAj9/f3Y7fZ5etG/7Xg8HuF0dbdYvXo1p0+fviE1B51Oh06nw2AwkMlkrrDyhUvfqddff53x8XESiQTPP//8HXd+s9ls7NixY95tDzzwAAcPHuTQoUPCROWpp576QhxslxKXy4XH47nmY9QVif7+fkZHR9m0adM1H19ZWYndbmfv3r2UlZUJI46ioiJeeukluru7eeutt4QEntlsFmU1jY2NuN1ujEYjo6OjfPrppwwODsoAWSK5ASKRCJOTk8L1NC8vb56Sy9jYGKdOneLBBx9k48aNCx4/NRoNv//7v09vby/vvfceNptN9Cd0dHTQ398v3ECTySQmk4loNEplZSWtra08+eSTdHV1cfDgQXQ6Hf/pP/2nZddAfbtIFYs7iLrkEIvFRE1pKBRiamoKl8tFT08Px48fZ/v27UxMTGAymbBarSJ4URSFRCKByWSa97rHjx9nYmKC//Af/gPl5eV8//vfJy8vj0AgQHV1NU1NTRQVFeFyua547kIoisLMzAzjHFR0xAAAIABJREFU4+OMjY0xODhILBbDZDIxPT0tsk/pdJrKykpGR0exWCy0t7ff0Ot/0VEl03bt2nVTS8u3ysWLF3nrrbdYv379TTcyHThwgPb2dlatWjVveeuDDz5gYGCArVu3Mjo6SldXF9/85jevmUWU3Dv09vby4YcfXjEhgUs17l1dXfT09FBcXMzk5OQNZXMTiQQdHR243W6eeOKJBb/3wWCQTz75hIGBAWKxGHa7HYvFQiqVIhwOi6x2fX09LS0ty37JVSJZbLLZLGNjY4TDYZLJJIlEQlwymQx6vR6dTif+JpNJZmdnqaurI5lM4vF4qKiooLa2lmQySSwWY2xsjL6+Ph566CHRq3I50WiUX//614yNjbF69WpxLhkYGGB4eJiHH36YUCgknEpVGdLLkyvpdJp0On3PxgJS5u3/Z+9No9u6zzv/D3aQILiBBLiA+y6RIilqIyVKsiVZi+0msVM7ju3ETrq3mclpms5/5szMi77omUk7bU+206Y9adKmduIkdqzYsTbLEkVZC/ed4r6BG0iAWIgd9/5fqLgxLUoiZWqz8DlHRxKJi3sB3Iv7/J7l+31AGRwc5Je//CUKhQKdTofVapXktjweD0tLSwA888wzK24+MzMzfPjhh7z44osUFhYyMDCAWq0mLS1tQ05SURQZHR3l/fffZ3Z2Vmqyr66uRqFQ4PP56OjoYGZmhtTUVHbu3PlI65DOzMzQ19eHx+NBoVDcsT3zWggEAnzrW98iLy/vBivdtRDRnvR6vTz55JMolUqam5ux2Wzs3btX+vIbHR1lYGCAL3/5y5+6rMDDRCgU4sSJEwQCARQKBR6Ph+3bt69bMz0cDvO3f/u3bNq0CbPZjEqlIhQKYbFY6O3tpbCwkLq6On76058SFxd3S2crURRpbGyUbtLPPPPMLQPb733veyQnJ5OdnX1DleXdd98lPj6e3bt3R9u5ojxyLCws0NHRgV6vJzs7m7i4OOLi4tDpdMTFxUkBsc/nk4JmpVJJUVGRdM89ffo0H374oZRN1uv1JCYmkpiYSEFBwaq+BkNDQ7z99tukp6dLC1NRFOnp6WFmZoYvfvGLkkLXp51ogPyAIggC09PTaLVaUlJSGBsbk3p8srKyeO2119i2bRvp6emSNuH4+DgWi4Xi4mISEhLIysq6o0nTtSCKIiMjI7S3tzM+Po7b7UYmk0mDYaIoSgH5448/Hr3BAW1tbaSlpUk2u3eDmZkZjh8/jiiK1NbW3lHWbWlpiaamJmJiYsjKyiIzM/OGRc74+Dj9/f28+uqr98TWOcpKBEHg9ddfx+fzYTQamZycxOFw8MILL2AwGG45/LIao6OjfPjhh0xMTKDRaPB6vaSnp/PEE09gNpvx+/3MzMzwi1/8gkOHDt30vFpeXqahoYFvfOMbt7zmA4EAwWCQxcVFfvrTn+L1eikuLiY+Ph6z2YxCoeD9998nPT39niioRInyoODz+ejp6WFhYYEjR46wadOmO648iqKIKIq3vBZDoRCdnZ0sLCwwPz/P7Ows1dXVK4LgiYkJenp6ePnllzGZTI9MW1s0QH7I8Pv9XLhwgebmZo4dOyZl8zQaDSqViqWlJcxmM0tLS9hsNr7yla/c9aEq+O3wTTgcxu/3c/z4ceRyOdPT0+h0unuuhvAgsry8zLlz53j++efx+/0sLy+Tnp6+4a5qkZ7h5eVltm1b9dreEEZGRhgZGeGrX/1qVAXlHtPf38+ZM2fYu3cvPp+PEydOoFAoUKvVeL1eXn311Tu67peXl/F6vVKlyuFwcOnSJXp6eiTNbJVKRWlp6arbT0xMSIH6agiCwG9+8xu6urqQy+W88MILzMzM8MEHHxAfH8/y8jKBQIC4uDjcbjdpaWm3zFhHifJpIaI6de3aNaqrq9m/f/89UWzp7u7mxIkT5ObmEhcXh9FovGG/TqeT7u5uyRFztXasTyNRo5CHBK/XS2trK5cvXyYxMZGSkhJaW1uZn5/ny1/+MkajkZ/+9KfIZDJsNhsymYzPf/7zN5Vi2mgiAV7kJn306FF++MMfotfrsVqtNDc3s3Xr1kc6kxyRyHrrrbckl8SGhga8Xi+ZmZlUVFSwefPmT/ylKJfL+exnP8v/+3//D6/Xe0emDGshPz8fl8vF8ePHefHFF+/KPqKsTldXl6QkExsby1NPPYVKpcLlcnH+/Pk7NtLQ6XTodDrGx8d5/fXX0el0pKamIpPJSExMpKqqih/84AcYjcZVKwczMzOUl5ff9PkbGhqYmpri0KFDOBwOfvKTnxAKhaiurpbKvVarlaWlJRYXF6VWsihRPs1EBvf1ej1f+cpX7voQdISrV69y7tw5tm7desvvjPj4eOrq6uju7n5ksse3Ixog32d8Pp8k4n369GlMJhPV1dV0dXUhk8koLy/n85//PHFxcQA8++yzdHV1kZKSQnZ29n09kZOTk/mzP/szzpw5w+zsLDMzM7z77rskJydLqh2PIgUFBTc4Jvr9fqxWKy0tLZw5c4bDhw9TUlLyiYxdXC4XcL3EdjdxOBwkJibicrmiWeR7SGFhIWfPniU/P19alDqdThobG9m3b98ndu/78MMP2bx5M3l5eZLe9Ntvv81//a//laqqKpqamjh06BByuZyZmRkWFhYQRRGn03lLFZtr164hk8m4cOECoigSGxuLTCajv78fi8VCTk4OmZmZpKamYjAYOHfuHJcuXaKwsPCeBQ1RotwrAoEAvb29zM7O8sQTT1BRUXHP7tuhUIizZ8+uMAS5GcFgkNHRUebn5+9a2+bDRrTF4j5ht9s5f/48vb29BINBABITE4mPj2d2dpYtW7bw5JNP3uejXDsRZzS9Xs/Q0BB2u/2hOv57yeLiIr29vdhsNpKSktiyZQsVFRXExsaiVCrX9OU5MDDAO++8s2owvtG4XC6Gh4eZnJxky5YtHDx4MOrYeI/4u7/7OxQKBRUVFRiNRkZGRhgdHcXlcvH5z3/+pm0Qa+GnP/0pCQkJmM1m2tracLlc+P1+3G43Op0Or9dLZWUlWq2W1tZW6urq8Hq90qDfzfj+978vuUGq1WoCgQDhcBitVsvU1BQOhwO4LjHpdruJjY1Fr9czMzMjyRGmpaVRXV19x6/tYcfn8xEMBomNjY0qezykiKLI5OQk3d3dlJWVcfDgwbtW6bsZ/f39fPDBB9TX19/2sT09PZLi1tatWx+ZZEi0xeIBwefz0d7eTnt7O3Nzc8D1m0RiYiKlpaUYDAZkMhnPP//8Cnexh4H9+/fz3nvvSVJOD9LC60HDYDBQX1+PIAjYbDZGRka4ePEiwWBQkvWJjY3l0KFDbN68WdrObrczMDBAb28vdrudysrKezJprNfrqaqqoqysjO7ubv7+7/8ek8lEamoqBQUFlJaWRktyG4AoijQ1NXHhwgXUajXl5eVkZ2dLk+UpKSnk5+eTn5/P4uIix48fx2Qy3WAAsFby8vK4fPmypFrzwgsv0N/fz9DQEElJSXg8HiYnJ1GpVBw7doyKigppW0EQmJmZQRAEUlNTJXvznp4eSarKarWSkZFBYWGhdH7k5uZis9loaGhAoVDw9NNPS8Ohy8vLBINB7HY77e3tj0yAHJHzdLlcuN1urFYr09PTyOVyQqEQCoWCmpqae9ZKF+WT43K56OjoQBRFXnzxxTXp1d8N5ubm1qzPPzMzw759+x6Z624tRDPI9wibzcZ3vvMd6f9qtZrq6mqqqqoe6onRYDCIKIoolUoEQWBgYIA333yTvXv3RpUP7gBRFAmFQjQ3N7Njxw4qKysBmJ6e5p//+Z9JTU0lPz+f9PT0+5ZZ8ng8OJ1OXC4XFosFo9HIc889d1+O5dPC9PQ07733HsvLyywtLVFbW8vY2Bgej4eKigra29vxeDzk5ORQWVmJXC5naGiIgYEBNm/ezLFjx9b9HSKKIn/9138tDf0lJSVRVlZGWloaly5dIjk5mcrKSvLz8yVb6YGBAa5du8b4+DixsbHI5XIWFxcpLS1lYGAAQRCk1iqv10swGGTfvn2SVKDH4+H06dMYjUYqKytXTQTYbDY++OAD6urqPlXGIZHhZp/PJ/1ZWFjAYrEgk8lQqVSo1Wp0Oh0VFRXo9XoEQaC9vR273U5RURF+v5+UlBQSExNXfN7Ly8tcuXKF/Pz8dRtPRdl4rl69yvT0tORm+tJLL6FUKllYWMDpdBITE0NaWpr0GVosFpaWllYkRDaCkZERTpw4wd69e1f9fSgUor+/n7m5Ofx+P/X19dTW1m7oMTzoRFUsHgAEQZD0DlNTU4mPj39og+KP8qtf/YqOjg4AzGYzr776Kj/+8Y9xu91UVlZGg+Q75MqVK2zbtk0KkEVRpLm5mfPnz3P48OEH5twJh8OcPHmSvXv3UlxcHP2874Bz585x9epVysrKSE5O5syZM8jlcgRBYNu2bTz55JNSljEyVBeRRXO5XDQ1NXHw4ME1SaWFQiF8Ph+Dg4P4fD4uX75MQUEBOTk5LC4ucuHCBeC6G15KSgqzs7MEAgHi4+OxWq2YTCbpT0Ti0Waz4XA4CIfDkl4rXHfqWlpawul0kpiYKJmDpKSk3LbkOzY2RktLCwkJCezevfuel6Y3inA4TGtrKxaLhXA4jFKpRKFQSH/HxMRQUVFxyyyfz+fj1KlTqNVqFAqFZOK0d+9e5ubmGB4exul0StWngwcPPnQVyE8jEcWn1tZWfD4fZrOZvr4+EhMTWV5exmg08uyzzxITE8M//MM/4HA4+MY3viHNG20EwWCQb33rW5Lm/ccZHx9nenqao0ePkpmZ+cDcV+4l0QA5yl3jww8/pLm5mcTERJKTk3nqqacQRZHOzk7effddjh079kibiNwpY2NjOByOG5QjvvOd77Bly5YHyuFufn6eyclJ5ubmeOWVVzAajff7kB4qGhoaGB4eZvv27cBvg9iGhgaeeuop0tLS+N73vieV3Lds2UJRUZG0/ezsLD09PfzJn/zJqoN7y8vLNDU10d/fj9VqRRAE1Gq1ZCjwUVfFSEn/ozfKnp4eRkdHOXr06B1VLa5cuYLVaqW4uJjc3Nw1Kbj4/X5pO6VSyWc+85l17/dBwOPxcOrUKTIzM6mpqdkQhZ/Z2dkVVuyZmZlSL/qlS5ew2+3U1dVFr8Ob4PF4aGpqwuPxEAgEEAQBQHo/dTqdZIW+EQiCgNVqxW63k5mZKVUGuru7mZubIy8vj2vXruHz+XjiiSc2PIP7L//yL+Tl5UnteKIo4nK5cDqdDA0NsWfPHqqqqjZ0nw8T0R7kKHeNXbt2EQ6HOXv2LA6Hg2AwiEqlorKykitXrtDZ2UlOTg7JycmP5Or0TjGbzVy7do2hoaEVrmnl5eVYLJYHKkA2Go0YjUZaWlqYmpqK3pjXSUVFhSTDFMkuRjTHk5KSmJqaIjExkd27d69q6WoymZienuZb3/oWiYmJHDlyZMXg5ltvvUUgEKCkpIS6ujp6enpYXFxk//79NxzLaotZtVqN3++/o7kCURRJSEhgbm5uXZPxS0tLWK1WEhISyM3NRRAEBEF46Bbb09PThMNh5ubmNkz+Mi0tjWeeeWbV3+3bt4+BgQEuXbrE/v3719x/+qjg8/l477330Ol0VFVVERcXh1qtRi6X4/f7pfPuww8/JCkpaUO0gOVyuVR1+ejPtmzZQn9/P9euXWPPnj34fD46Ozs3PEAuKChgdnZW2v/U1BRdXV1kZWWxefPmqEnPLXh0BWujbAhyuZz6+noef/xxbDYb//7v/y797rnnniMrK4srV64wMTFxH4/y4UOpVFJVVcXbb7/N1NSU9PPl5eUHUmfa5/Ph8XgkRZYoa0MQBN5++20KCgqQy+VYrVba29u5cOECR44cITExkYGBAWw2G3Nzc1Lf70eRyWRs3bqVQ4cOSba0Ea5du4bVamXbtm0YDAbsdjtTU1PrGhoqLCwkISGBvr6+db++cDhMf38/JpOJ4eFhOjo6pIy01+tddRu73U5vby9KpRKPx0NXVxdvvfUW7777LrOzs+s+hk9KxKlsvQwNDdHR0UFSUhJPPfXUXTiy1SkuLiY7O5sLFy7c9D2+VywuLtLY2Mj09PR9PY4IarUag8GASqUiPT0dvV4vGXDFxcVhNpuprq7m6NGjLC0tMT4+flePJ1IV0mg0xMTErLh2N4ri4mJJFEAURSwWC4cOHeKFF17gscceuydGJQ8rG7Icl8lkY4ALCAMhURS3yWSyZOBnQC4wBjwniqJ9I/YX5cGjvr6e8vLyFSXexMREHnvssWhwfIeYTCY2bdrEa6+9Rnl5OSkpKXR3d99VG+v14PP5pMBtYmICmUxGT09P1BVtHbjdbtxuN06nk5GREQwGA+Xl5Rw9ehSDwYDb7aanpweFQkFraytut5uysrJVn2tychJRFCkpKcHhcHD+/Hna2towm8309PRgMBgkE6L1SAPKZDKSkpJYXFxc9+tTKpWYzWbGx8ex2WzEx8cTDoexWCy0tbVJvbiRP1qtlvn5ebKyssjLy0OhUJCamopareaDDz7g0qVLHDhw4K5qrIuiyPz8PJ2dnTidTunniYmJZGVlkZGRsaY+UbfbLQVAFovlnioZVFdXS5bge/fuZWFhAZPJdE+DoYWFBS5evIjRaCTSOqlSqYiJicFkMlFSUnLPF/vDw8MsLS3d0ugGQKPRUFVVRXt7OykpKeh0ug0/lqWlJQYHB0lKSmJ+fh6DwSC1fGzk+5KRkSGdg2NjY4ii+InkIR8lNqQH+T8D5G2iKC585GffAmyiKP4fmUz2/wFJoij+t1s9T7QH+dOH0+mkpaWFpqYmKioqSElJeWgHbu4Xfr9f0ssuKCi47+0VNpuNjo4O3G43JpOJpaUldDods7Oz7N69m4MHD97X43tYibQnfZwrV65w4sQJAIqKisjLy0Or1UpKIuFwGLhezvf5fAiCgNvtBq4Ht3FxcSgUChwOB6Io8rnPfW7NN+C+vj4mJydxu93IZDIMBgNGo5Hi4uI1P8fCwgKNjY0cPnx4xbUvCAIul4tgMIjD4cDj8UjvQ3Fx8Q1BqMVioaurC6/Xy86dO8nIyFjT/tdD5Nx2uVxkZ2dTXl4uBblDQ0NYLBaWl5fRarXk5OSQkJDA+Pg4i4uLUi9rRI7Pbrfj9/uZnJxErVZz+PDhDT/eWyEIAmfPnsXpdKJSqQiHw2RkZCAIAktLS5IR1XoCd5/Px9DQEKFQiNLS0hvafT7K8ePHKSwsZNOmTZLBjNvtZmlpiZGREQoLC2+62LsbzM7OcvnyZWpra9csj9nc3IzD4eDAgQMbfjzNzc2UlpZiNpt5/fXXOXLkCA0NDRw8eJCSkpIN3deVK1c4ffo0+/fvp66u7oGsQt4v7lcP8meA/f/57x8D54BbBshRPn10dHTQ0NCARqOhra0NmUyGTCajqKiI4uLiaF/yGtBoNHdVm3J6epqFhQXC4bBUTlYqlWg0GrRaLVqtVlIocDqdzM7OcuTIEcrLy3njjTdWGD6s1tcaZW18PDgWRZH/+I//YHh4mLi4ONLS0pienmZqaopgMIjBYCAlJQWNRoMoilRWVnLx4kVqamokRyyDwUBNTQ1KpZLJyUlaWlrW1C7Q1dXF6OgoSqWSwsJCjEajpJfc09NDX18fKpWK/Px8CgsLb5qZFEWRubk5wuEwDodjRYAsl8ulHtmIDNytyMzMJDMzk+7ubi5duoROp0OpVBIOh9mxY8cd60H7fD4uXrxIVlYWPT09mM1m6uvrV/Q7q9VqNm3axKZNmxAEgeHhYcbHxxkZGSElJYUdO3ZIA4xDQ0M0NzejVCqJiYlBr9ffNmN5N5DL5ezfv5++vj42b96My+Wip6cHtVpNWVkZPp+PpqYmHA4HOTk5N82SCoLA4OCg1BaTmJiIQqHgN7/5DTKZDIVCQWlpKampqeh0OtRqtZQFjbR4yGQyEhISSEhIIDMzE6VSSX9/PzMzMxgMBpxOp2SOAtcrD+np6WzevHlNwZzVauXatWvo9Xo2b958Q6+6IAi0tbVRWlq6Lu348vJySX5xo7PIgUCAlJQUMjMz8Xq9iKJIQUEBH3zwwYbfG3fs2CGZUUVZOxuVQR4F7IAI/JMoij+QyWRLoigmfuQxdlEUb/gGk8lkfwD8AUB2dnbN3e75iXJv8Xq9/PCHP8ThcKDX6yksLJRsa1UqlbSCfpgDZa/X+1BmxUOhEAMDA1gsFrZv345Wq0UQBN577z3guqGJVquVprvj4+NJSEigpqYGnU5Hb28vJ0+eZNOmTVy+fBm4Hsx/9atfxev1Yjabo5mKT0AoFOL73/8+wWCQPXv2EA6HSUtLIy8vj46ODpaWlqioqGB8fJyuri6mp6fJysqSJtIDgQCNjY3Y7XYUCgUajQafz8f+/ftvG0xevHgRm83Gk08+ecNnaLPZWFxcJBQKMTw8jN/vJzs7W7qpq9VqbDYbKSkpNDc3Y7fb2bJlC1lZWRv23ni9Xubm5giFQvj9fq5duwZcP/9iY2OpqqpaU8AsiiINDQ34/X5J0/1e9gvfbyYnJ7l27RoejweDwSA5qeXl5UltPxaLBaVSSWlpKZmZmdJiKBwOEw6HsVqtdHZ2So6JSqVS+s7YtWvXqo5soijicDike0FCQgLx8fHS943b7WZoaAi/38+2bdtu0MMOBALYbDbsdjuTk5N4PB6ys7Ox2+1S9UQURXQ6HXq9HqvVikKhYO/eveuWUfvwww+x2+0kJSWRmppKTk7OhrSqnDp1ipdeegmDwcBf//Vf87nPfU46H+vq6qKGHfeIuy7zJpPJMkRRnJbJZEbgNPA14PhaAuSPEm2x+PTi9Xo5efIkfX19FBYWEgwGGRsbQ6PRoFAoSE5OJhAI3O/DXDd2ux2Px0NxcfEKp7EHGY/HQ29vLzMzM8B1d7NQKITX6yUhIYGUlBQaGxtXbPPf//t/X3FTWFhY4Ec/+hHbtm0jKSmJUCjEzMwMbW1tkhOg3+/nj//4jzdU1/NRZnl5Gbvdjl6vp7Ozk8bGRmQyGUajkYyMDNLS0lZVeRAEgYWFBZqamggEAsTExJCcnExcXNxNs78Oh4OGhgZiYmKora1Fo9EwMTFBTEwMRqMRmUwmTd1bLBbJmjqyP41Gg9/vRyaTcezYsVuW4jcCQRAIhULYbDYuXrxIfn7+mgKMiCnJ4cOHiY2NfSiVMjaCwcFBlpeXUSgUDA8PA9cD4NTUVIqLi9dsZhVpm/F4PJhMpk+0QI5ULDo6OqTKY6TK4vf7JVMVk8lEQUEBarUaURRZWlriwoULFBYWolQqsdls5OTkrDDmWA8+n4/p6WmWlpZYXFzE4/FQUFDwiaoCbrebCxcu8Bd/8RfMzMzwxhtvSIZACoWCUCjEf/kv/yU6QHcPuOstFqIoTv/n3/MymewtYAcwJ5PJ0kVRnJHJZOnA/EbsK8rDSUxMDJ/97Gc5cOAAr7/+Ona7HZ1Ox9LSEkVFRQwODmI0Gu/KMMTdxGQyEQgEGBoaYmJiApVKhVarJTs7m7S0NJaWlkhJSZGku2ZnZ0lJSblvX3xOp5Nz584B10uwMTExaDQaUlJSUKlUXLt2jeHhYf7H//gfuFwuJiYmEEVxRfl/eHiYn/zkJ2zdulUqjSsUCnJzc8nJyZH2c+bMGd58802+9KUv3fPX+WnC6/Xyve99j2AwiF6vx+v1SqXuxx9//Lbby+VyjEYjTz755Ir2gKmpqZtmwxISEjh48CDvv/8+p06dQqlUSu0MESMQuH5dHzp0CL1ez/z8PDMzMywtLZGWliaV81cLOCPZSZfLRVZW1id2f5PL5ajVamnBvVZHsvn5eemalcvlj2zFIzk5mcnJSZaXl0lNTSUcDhMMBqmrq1vXgiHSNrMR8nIymYz8/HzMZrO0AFpeXkYQBOn7arVturu7iY+Pp6ysbEMqk1qtlvz8fOn/c3NztLS04HK5VkiyBQIBZmZmsFqtiKIo6ZqvxvT0tGTBPjMzQ1JSEkNDQ+zatYu4uDjm5uaknvYo949PHCDLZDIdIBdF0fWf/34C+CvgOPBl4P/8599vf9J9RXn40ev1/MEf/AGTk5P88Ic/RKVSMTk5iV6vJyUl5Z4ObWwkPp+P5eVlKcvX29tLa2srarWaQCCAWq0mHA4jl8sJh8Po9XpKSkowm8337Bgj2TKA7Oxs8vPzV+hTWywW3G43L730EiqViuTk5FWd8To7O4HreqyRL/FgMCgpEkRc33bt2kV7ezsLCwtr6jGNsjoqlQqv10tFRYXkwhkKhaThvPUgl8spKipibGyMvLw8BgcHMRgMZGZmSsFhJAvY19dHMBjksccew263k5eXByA57iUlJZGTk0NPTw+zs7PIZDJiY2NJT09namoKuVxOIBDgN7/5DSqVSnKOW15elrLNSqUSh8NBW1sbmZmZ7Nix447eI0EQmJqawuVyrUsFIBQKAdDf349er5cWeI8ao6OjiKJIdXU1mZmZ+Hw+mpubeffdd4mLi8NkMlFaWnpfsusfXcDdrhoVMeUoKipifHwchULByMgIer2eoqKiVds91ovJZGLXrl1cuHCBlpYWAMkxMiYmRjLbuRnT09MMDQ3x0ksvAaDT6bDZbASDQXbu3PlIVjAeVDbikzABb/3nTVYJvCaK4gmZTNYEvCGTyb4KTAC/uwH7ivIpISsri6KiInQ6HQkJCZw/f/6OZKQeFCLDbAaDgezsbLZs2QJcz2iEQiEcDofkXra8vMzY2BhtbW20t7eTnp5ORUXFXc0qj4+P09zcjEwmQy6X43K5sNlsKxQxIlqg2dnZqz6HKIorypwnT55EEATpZ+FwGJ1Oh0qlYmFhgdraWjIzM+no6LgrU+CPCkqlkueff57e3l6ampqQy+Vs3bqVxMTE22/8MQKBAL/+9a+RyWSSGsP4+DgtLS0rAm6FQkE4HCY+Pp7ExMQV+7p48aL02IGBATS86mNYAAAgAElEQVQaDXv27CE1NVV6jFarpbe3l8LCQjIyMvD5fLhcLtxuN9nZ2RiNRvx+P+fOnaOqqgqVSsXly5elQbz14Pf7aWtrY3Z2FqVSSUlJyZqDjPLycnQ6HWNjYwwPD7O4uMjWrVul30cWfg/zjMRqtLS0sLy8LPXV2mw2jEajtGCPiYlhz549LC0tSTKO09PTHDx48IHOssvlctLT05mdnWVmZoZQKERaWhoul4v333+fqqqqT1ytgOsZ96KiIlwuF3A9aK6rq2N5eZnGxka2bVu1Ys/U1BSdnZ28+OKLkgqLQqFALpcjk8no6+t7aFr1HgWiVtNR7hsDAwO8//771NfX09vbS3x8/D3NqN5vIi0Xg4OD2Gw2SktLKSoq2vAMwsDAAF1dXchkMjQaDWazGZVKRX9//wpHLkEQePfddwmHw1RWVrJv3z6USqWUBf+bv/kbXn755RXlxgiiKPJXf/VXAOzdu5empibMZjPT09O88MIL91QD9tOMKIp0dHRw8uRJduzYsSIovR0+n49Tp06RlJRETU2NNNG+sLDA+fPnUSgUK2x31Wo1ycnJpKSkSHJmHo+HxcVFcnNzb9rjGzGH2LlzJ2lpabc8punpaa5evcq+ffukgbD9+/ezuLiIz+ejsLDwhlJ6RNPV4/HgcDiYn59HEATC4TBGo5H6+vo1vycfP+6IzJbdbsdisUgtGAkJCYTDYcrLy1etqjxMeDweTp48SUFBgZT5jI2Npba29qbDxqFQiDNnzpCZmfnQBHAR1Q6PxyPNWIRCIX7nd35n1faMjeDs2bMkJSWtem04HA4uXrzIl770pRXXRWtrKx0dHQiCwPT0NL/3e793w1BilLtH1Go6ygNJZmYmDocD4JG0u5TL5WRkZJCRkUFbWxu9vb0MDw+za9euDW1JyM7OJjExkYsXL7Jv3z7i4uIQRfEGZzS5XE5WVhZjY2O0trbS2toKXB/iiwxQNjc3k5GRccPQlUwm45vf/KbUPpKdnc3AwAD5+fnR4HgDkclkVFVVER8fz89//nN27dq1Zl3sSBk3IinV09MjKVLIZDKpxG42mwmFQkxOTjI3N0dHRwcqlYqkpCSsVisAIyMjLC4uUl5ejlarpb+/X5LqCoVClJeX3zY4husmBjExMVy5coXl5WUATp8+TV5eHrOzs0xPT6/oZ9Xr9fT395OTk0N6ejoFBQWIosg777zDnj171iXh9XF0Oh2CIHD+/Hmys7PZvn07mzZtwu12Y7PZ6O/vx2KxPPQBcldXFyaTSapyrYVIReFOqhb3g+7uboaGhkhPTycrKwuNRgNcHzy8W8Gxz+fD4XCwZ8+eG34XDAbp7Oykrq7uhusiPj6eiYkJDAaD1N4UDZAfDKIBcpT7RmRqPNKj+yhTXV1NWVkZZ8+e5fz585SVlW3YosHr9dLR0YHJZFrRwyeTyZicnMRsNuP3+xEEgby8PKkv3O/3I4ois7OzmEwmCgsLuXbtGmNjY6s6MX1UY7OgoGBdbm1R1kd+fj67du1iampqzQFyWloa+/fv59y5c5w4cUJSs6ioqCArK0uS54LrgYTX68Vuv25+ajQaJSOPPXv2oNPpGBwclJQxAKqqqrBYLCwtLd20TWc1QqEQPp+P1NRUFAoFarWaF198EUEQGBsb4/3332d+fh6dTsfU1BSiKLJp0yZ8Ph/JyclcuXKF9PT0dWXTP4ogCHR2djI3N4der+f3f//3pV7ViP53RNLsZtUdp9PJxMQEVqtVsonfiH7XjUQQBCwWC3Nzc+t2u/R6vfj9/gc6QLZYLIyOjkrmM3v37r3ri5lIZlqn09Ha2kpiYuIN9zKPx8OlS5fIz8+nrq7uhufQ6/Xk5+fzhS98AYvFclcMcKLcGdEAOcp9JdLXGuV63+aRI0ewWCy0tLRgMpnWHPwMDg4yNjZ2w+RzJNDJzMxc0Vspk8nYsWMHV65coampCaVSKYn0l5aWcvjwYebn56UM4/T0NEVFRfzpn/7pQ59B+7QQCASkzNhakMvlGAwG1Go1RUVFt7SbjZxLBw8e5L333sNisUhDeBEJQLlcjkqlklpwlEolu3fv5tKlS5w4cYJjx44hCMJtJd7q6uo4e/YsVquVpKQkvvKVr0jW0xGjEY1GQ21tLUqlknPnzvHrX/9a2l6v13PgwIE76o0VRZHm5mbUajWvvvoqiYmJK57nxIkT0gDf8vKypDEd4eLFi5KLXlJSEiaTCbfbzfvvv49er6eysvK+DqgGAgEuXryIx+OREhFFRUUYjcZ1PU9MTAy5ubmcOXMGmUwmqZrExsaydevWey7lODw8TH9/vzQ34XQ6CQQCmM1m8vLyJHvyu0l/fz/9/f3IZDJp8XTkyJEVj7Hb7Vy+fJndu3dTW1u76r2uqamJ8fFxTpw4sarueJT7RzRAjnLfiOhu3q2S18NIpM1hfHycycnJ2wbIPp+PxsZGvF4vZWVlaDSaG76E4+PjiY+Pl/4f0SweGxtDpVLx7LPP8utf/5rU1FSpL/H06dOoVCoKCwuprKwkNzf3kc/yP2i4XK470heWy+WS1urExATBYJDs7OwV/aeBQIDk5GS2b9+O2+0mNzeXf//3f5dc+CJmGhHr4Pb2drRaLQqFgj179tDY2CgFsatZW0e0mUVRxGQykZKSglarvaE/tLi4mP/1v/4X//f//l9aW1txu91s3ryZgoICTCYTi4uLvPPOOzQ0NJCRkUFBQcG6evgjfcZf//rXV7yXExMT/Ou//isymYydO3fetE3IbrezdetWMjMzV1x3Xq+XwcFBGhsb0el07Nu3775dPw6Hg/LycrKzs+/4GGQyGVu3bqW6uhqfzydJDU5PT3PmzBni4+PJycm5J1WjQCBAZ2cnFRUVKBQK7HY7BoOBwsLCW6pHbDQ2mw2TyURtba2khvLRc89isdDe3s7v/M7v3FKdqb+/n3379tHT08O//uu/Ul9fT05ODi0tLZSUlKw5SRJl44kGyFHuG3a7PWoicROMRiOTk5M3/NxisbCwsABcz35NTEyQlpbG3r17b3nzE0WRsbExZmdnWVhYwGw2s2fPHjZt2sTMzAwKhYKcnBypFeO555674aYf5e7i8Xhoa2uThuMiN9uYmBgMBoOUqYrIp01MTFBZWbnu/RQVFdHZ2UlnZyd5eXkkJCRw5swZUlNT2bVrFwB5eXk0NDQQCoU4cOAAcXFx1NbWcunSJWJiYrh8+TI7d+7EYDBgMBgk/exID/CePXtoa2tjdHSU9957D7VaLUm9+f1+XC6XpA2uVCoJBAJ885vfXDXgl8vl/PEf/zGTk5MUFRWteIzBYODrX/86ExMTXL16lbNnz1JaWoper1+Tk15GRgYWi4W33nqLL3zhC9L5npKSQkZGBi6X67Yl79jY2Buuk5iYGLZs2UJZWRnNzc2cPn1asnv2er0Eg0HC4TDZ2dkboqpwM9RqNUajkdnZWQoLCz/x88lkMmJiYqTFVGZmJmVlZYyPj9PZ2YnRaLzrrSWR6yIifRiRH7zXpKamEnH+/fiibGhoiKGhIV5++eVbnj9Op5NQKERiYiJ1dXVMTk5y5swZrFYrWq2WUCjE3r177+rriHJzogFylPtGf39/tFx/E0RRvEHn1mq1cvnyZYxGo5QpKS4upqSk5LaBbH9/P1arlf3795OXl7ciW5icnIzJZGJiYoLDhw8/kgOT95NwOMy5c+doamoiPT0duVyOx+MhHA5LjnVutxtRFJHL5QiCgCiKq1YLIoiiKA3S2Ww25HI5cXFxxMbG4nA4SE5OZseOHezYsQO3283jjz/OP/3TP+F0OomPj0ev13Po0CF6enr4+c9/ziuvvMITTzxBQkICp0+flhQxIgo0kR7VS5cusby8TE1NDQUFBYyNjZGSkkJqaqrUy6tQKKRzMCI7ZzKZbpkN/7jU3EeRy+Xk5uaSm5tLf38/v/zlL6WMnkajQalUkpCQQFlZ2Q3PIZfL2bZtG8ePHycYDEqLzNjYWL761a/y7W9/m+Hh4RWDXh8lMtx4M1QqlaQH3t/fj06nQ6vVotPpkMvldHZ2MjQ0xJ49e9ZVDejo6GB6ehqtVovZbEatVhMMBqXqQExMDDqdjpiYGAoLC7lw4QJLS0t3pYc4Li6OzZs34/V6uXz58h23u6wFt9tNY2MjKpXqvmVWIw6REUvrtrY2UlJSMJvNWK1WhoeH8Xg8/N7v/d5N3+/FxUV+9rOf4XK5SElJkZwCc3JypGHY6elpZmdn7+VLi/IxojJvUe4bf//3fy9ZFUf5LQ6Hg3PnzrFt2zYyMzNxu91MTU0xMTGBy+Xi2LFjN5VjWo1IMPO1r33tgRscinI9i/Td73531VJ9hIjedOR3oVCI1tZWyS5crVYTCoVISEjAbDZjt9uxWq088cQTmM1mRFHEZrNht9vRarVUVFQgk8no7+/nF7/4BVu3bkWtVnPt2jV27twpBWuCIHDu3DlKS0s5cOAACoWCYDBIf38/b775phQgRtoq4Hr2dWFhgYyMDGZnZ9m9e/dNe15HRkZwOBy8/PLLG/Z+ulwuGhsbuXr1qqRiMDMzw/T0tDSIqNVqKS0tJSMjA0EQOHnyJIcPH75B2WFiYoLGxkbGx8cpLy8nJyeH5eVl6Tp699132blzJykpKQiCwOXLlyX3zPLy8hWDq6sRCARoaGjAYDDcVDbP6/Vy9uxZ/H4/KpUKjUYjLUJcLhcWiwVBEFCpVAiCgCAIBINBKeCPWEZXV1ffVcvvQCDA+fPnJRMYuVyOUqlEpVJJMw6hUEhasGzevPmm74/P58NisWCz2SRTHLfbjdfrJS8vT2qvuNd4PB4aGhokxRWA3bt3093dzfLyMvHx8dTW1lJZWXnL1sEf/ehHkuZ8X18fBoOBrKwsHA4Hly5doqSkRFJpiZos3V1uJfMWDZCj3DfefPNN4HoWNMpvOXXqFFqtFqVSidVqRRAE9Ho9ubm5N81k3Qq/38+pU6cIBAJ87Wtfi2btH0D++Z//menpaQwGA0VFRfj9fikzeCtEUcTlcmG324mNjWViYoKFhQXJRvyP/uiPbrn9t7/9bRISEhAEgVdeeYWzZ8/S2trK1q1bpXYJn89HS0sLMpmMgoICcnNzKSgoIBwO09bWxgcffCApXHycyODeR2/ykUDS6XRK6in/83/+z1UXBl6vl7GxMUmDObJQKCsro6Sk5JZBksvl4rvf/S5Hjx6VArTJyUliYmKw2WwMDg6SlJREeXk5SqWShoYGDh8+vGKYNcIbb7yxQhZRo9Gwbds2Wlpa2L59O1NTU0xPTxMTE0NJSQkTExPMzc1x9OjR2walkYDr0KFDK0r1gUCApqYmKYv41FNPScoioVCIoqKiWz7v4uIiFy9eJBgMcujQoRVzCHeLSCArk8kIBoP4fD5pQFCr1aLRaPB6vVitVkk1RKfTAdflJCMLmUAgQFxcHElJSdLAZmJiImlpaev+/vskOJ1O4uLiGBoaYnh4GJ/Ph1qtluzWv/GNb6DT6SRr7ltVdT7K3/7t31JfX4/NZmN0dJS4uDjpc/7MZz5DSUnJXX1dUX5LNECO8kDS2tpKd3f3qjekR5n29nZGR0cle9ekpKR19wJHgqaINufExAQAzz77LOXl5XfjsKN8Al5//XXm5+cJhUJSxiw9PZ3t27ev+TkiFt8LCwt0dXVRV1fH7t27b7nN8ePH6erqYs+ePezbtw+4ntX91a9+RXJyMllZWSQkJKDRaJiYmGBwcBCHw8Err7xCdnY2MpkMQRD4wQ9+gFarZX5+Hrlczv79+yVNYVEU0Wq1eDweEhMTJTvghIQEtmzZQmtrK2lpaVRXV5OUlERMTAwqlYrm5mYuX74sWZ5rtVqpDztii15dXU1JSYlklR1pSwoGg1y9epUPPvgAtVqNTqdj8+bNxMXF4fF4WFhYwGq1SrrO2dnZWCwWAL7whS/c0K/7q1/9io6ODqqrq+nr6yMjI4OJiQkEQSA2Nha328327dvJysqSrtXf/OY3GAwGYmNjiYuLu2mvrNVqpampSdJET0xMZHh4mIGBAdRqtaRCk5CQQGpq6gp7+I/j8/lwOp10dnbidrvJzMwkJydn3aoV9wKv17ti4TMxMUFycjIlJSUr2sjuF1NTU1y9ehWtVovf78doNFJTU8Pp06el3uI7bSX50Y9+xPz8PIFAgPr6evbt24fVasXr9a5LIjHKJycaIEd5ILl69Sr9/f3RAHkDcTqdnD59esXPPvOZz6DT6UhNTX2gdUwfZYaGhjh16pQ0kPPWW29RWVm5qmvhaoRCIU6dOoUgCKSmpvL444/fdnipo6ODt99+G4CtW7dKyhRwPXsZaS2wWq2UlZVJLpejo6OMj4+jUqk4cOAApaWl/OIXvyA2NpaxsTE8Hg8qlUoaxEtNTZUC0YhmskKhkHST5+bmEEVRKr37/X4CgQBpaWmUlZXddJDX6XRKx+fxeFCr1VLpO2LCYzQa0Wg0zM7OSgFtZCgwouSRmpqK3+8nJyeH5ORkrl69ype//GWMRqMUiDocDv7hH/6BAwcOMDIywtTUFCUlJTgcDpRKJQqFgs2bN6/IAM/OzjIwMIBcLsdms0mtAasxNDTEwMCA1HceyaAKgsDy8jJqtZqYmBjcbjd6vV5yuYwcm0qloru7m6mpKdRqNUlJSezcuXPDXTnvJoIg3BOJM1EUmZmZYWpqioyMjBvcW51OJ729vczOzlJTU0MgEMDr9ZKbm4vNZqO7u5u//Mu//ETHcOXKFc6fP4/BYMBut/Pnf/7nUXm3+0TUSS/KA8nExIRUXouyMUSC48h0eV5eXlR4/iFgaWlJ6it3uVwIgrBmdYNQKMTly5fJz8/n2WefXXO1Qa1Wo1QqOXjwIB988MEKB0e1Ws3jjz8OXA+IGxsbmZycpLq6mvz8fKanp1lcXOSNN95g69at0tBSbm4uzc3NFBUVUV9fz4kTJ4iNjSUQCGA0Gjl8+DBjY2NcuHCBzs5O4LcubeXl5euSCYuPj5cCzsgAYOQ9jATCEdLS0lCr1QwPD1NbW8uVK1fwer08/fTTN7SxpKWl8Y//+I+Ulpby/PPPA7+VxosEvDt27LitU2BaWpr0mOnpaVpaWigrK1s1aC0sLKSwsBBBEGhvb2dmZgaXyyUtDj7az5qeno5MJqOtrY2pqSnC4bA0KHjw4MF70kpxN7gXAeLS0hIdHR2Sas/Vq1cliUFRFBkeHqa7u5vU1FQOHz5MTEwMoiiyuLjI4OAgi4uLfO5zn/vEx9HW1kZNTQ0mk4mGhgYGBwejbRUPINEAOcp9Y9u2bfzsZz8jKyvrtsMsUW5O5As8OTmZpKQkDh8+HP2yfYgIhUJ0dHSQlpaGIAjS0NZaA4aRkRHi4uJ45pln1tWKEyn/R2TKbtbvnJeXR05ODu+//z6NjY3k5OTg9/t55plnOHnyJDabjWPHjvFv//Zvkk5xaWkpgiAQCoUYHBxErVZTUFBAfn4+eXl5TE1NYbVaqa2tJSYmRgpA75SP9/mu9t5lZWUxPz/PuXPnpNc6NjZGUVGRlIXOyckhGAyyZcuWFZWtyACkz+e7I9mt9PR0EhMTee+999i0adNNFwLt7e14PB6CwSAKhUJSSoi4Hu7YsQOZTMaZM2dwu93s3r1b6hUXBOG+tyU8yER0iQ8ePMjmzZv59re/zZYtW6QqxuLiIuFwGIPBQEVFhbTY6u7uxmq1smnTJj7/+c+va0D6ZiQkJEjGTCaTieHh4eh39gNINECOct/Izc3FbDZjs9miAfIdMjIygkwmo7W1Fbieibrd8E6UB4uenh5pKC+icZyVlbXm7efn59mxY8e6M3CRgalz585JJf2bIZfLOXToEEtLS7jdblQqFaOjo/z5n/85oiiiUCj43Oc+x2uvvSaZasjlcsrKyujr6+Ob3/ymlDkNh8OSycK9zHbq9XrkcrnUwgDX3/uJiQmWl5elQSur1cpzzz23QvElKSmJLVu20NzczOzs7G2zxx9HJpOxZ88epqamaGtrY2Jigtra2hWB/fj4uDSwVVtby9DQ0ApJsYWFBYaGhqQguKqqasVxRIPjG/H7/bS0tOBwOBAEgS996Uukp6fT19eH1+ult7eX9PR09u/fT2ZmJl6vlzfeeIOxsTFJ0WRgYIDKykoOHDiwIbrwoiji8Xgk9Sa73b7u8ynKvSEaIEe5r1RWVnLixAmSk5OjQfI6CQQCtLW1IZfLKSwsZGhoiOeffz7ay/aQEQgEkMlk+P1+KaO71ixVpHf3Tnr5ExISOHLkCKIokp+fv6rbXeRngiDgcrkApGGq6urqFdvk5+dz9OhRzp8/z759+9BoNBiNRvr6+mhpaZGyn0qlkpqaGnp7e9d1vBuB0WgkFAqh0+mYmpoCkNz/zp8/T2dnJ/v27VtVDrG+vh5BEBgdHV0R0ETs3W933clkMrKysjAajbS1tXHixAkSExMpKioiPT2d9PR0srOzmZqaIjk5md27dyOKIkNDQ5LWcyQIvnDhAu3t7TgcDrZs2fJQ9RrfSwYHB5HL5fzhH/6hNPwJSHJxe/fuJScnRwp8FQoFVqtVyvC73W7JQGl2dpY//MM//MRB8ujoKE6nk+3btzM6OorL5bpBXjDKg0H0qopyXykvL8fhcHDhwgXq6uqiOr3rIDJ1LwgCQ0NDHDlyJHqjfAipqqpibGyM9vZ26urqCIfD2O32NW0bkcR66aWX7mjfN9PetdlsfPe730WpVKJUKqVMZiQ4+NKXvkRCQsIN29XU1EiybMXFxeh0OmJjYzlx4oQUAML1ICEyJHcvz9mI/NjOnTvZuXPnDcfe0dGBz+dbdduIrq9Wq0UQBC5evIjL5SIQCCAIAjExMeTn51NUVHTLYFmj0bBr1y5cLhfDw8NcvnwZpVLJgQMHqK6uxmKxsLy8TExMDKOjowwMDBAMBvH7/ZKJT01NDVNTU/T29pKXlxfVkr8JRUVFnDt3jtdff51du3ZRWVmJzWbD4XBw+PBhqT0lQmTRNjIywsDAgNQHnpGRwczMDK2trdTU1NzRsYiiSHd3N++9957kgNne3s6f/umfRu97DyjRu2mU+87u3btZWFhgZGTkjqxzH1UiKgWR9oodO3bcz8OJcoeoVCp27tzJr371K7xeL16vF6PRiCiKN81WBQIBLl++jMvl4umnn16TAYQoikxOTrK8vIxSqaSgoIClpSU6OzuZnZ2loKCAnJwcDAaDpESRkJBAWloaZrOZnp4e0tPT2bFjx6rBcYTy8nJOnz5NUVGR5CqWmZm5YiD3C1/4Ar/85S/p7u6mqqpq/W/abV6n0+nE5/NJttbz8/Oo1WpEUcTtduNwOG54DREXs4aGBvr6+tixYwd1dXUrPoOI1vTExASxsbFs3bqV2NhYtFot09PT9PX10dvbi0ajkay4b4bf75f6UEOhEOfPnweut6D09fUxMzODUqmkrKyMoaEhSWO4ra0Nm80mZUPn5+ejAfJN0Gg0HDhwgPHxcU6fPs3U1BTd3d2kp6fT3NyMIAg89thj0ndndXU1Ho+HqakpxsbGiI2N5bHHHkMmk+F0Ojlz5gxFRUVrbg1yuVxcvXqVrVu3curUKWZmZqitrSUpKQlRFBEEIapL/wATlXmL8kDgcrn4/ve/z969e6Or6XVgtVppaGjg1VdfjepnPsR0dXXx5ptvIpfLiY2NRRRFUlJS2LZtG8FgkOHhYSmLG3HFKygo4OjRo1IAFzG/iGTI3G63JJmmVCoRRRFRFImLi8Pn80mGIvn5+cTGxkqqEl/84hcpKioiEAjQ19dHV1cXU1NTyOVyDh48eNtWDlEU+e53v4vBYMDpdJKVlcWxY8duCPa9Xi/f+c53yMjIQCaTYTabMRgMzM7OMjc3JykNRL4PwuEwXV1d0jCaVquVgkibzSbpNdtsNoLBICqVSnJvKy4uJhwOS8N4kUD/ZsfvcDjo7OzE6/WSlJREbGys5E5oNBopLCzEaDSumikOBAIMDw9z7do1zGYzKSkpNyiShMNhjh8/jsFgoLCwEJ/Ph1arlQxGkpOTiYuLkzL8zc3NTE5OSsen0WikTLdCocBsNlNTU7MhPbKfRkRRZH5+HqvVSl5eHk6nU3qvc3Nz+eIXv7ji8aFQiB//+MfMzMzw1FNPSVWO1tZWCgsLqaurW9N+f/7zn2OxWHA6nRQVFbFp0yapTWZxcZHW1la+/vWvRz+3+0hU5i3KA49er6e+vl4qM0cHTtZGamoqubm5WK3WaID8EFNeXk5ZWRmhUEiyjf7Od75DZ2cnFouF/Px8CgoKpKxyeXk5W7ZsIRQKMT8/z5kzZ5ibmyMtLY24uDgSEhIwmUwrbH4j2apIkD0wMMDExASVlZWSEopKpZL6L9VqNZWVlVRWVuLz+ejs7FyTyYxMJuOVV17h3LlzknHIagFATEwMX/ziF5mampKMPTQaDS6Xi/r6enw+Hw0NDaSmphIKhXC5XOTk5JCVlcWJEyek58nPz6e4uJi5uTlCoRCbN28mKyuLgYEBBgYGqK2tXSF16PF4OHXqFFarldTU1FWPPzExkfr6epaXl/F4PPj9ftLT04mPj7+lhXDkfSsrK8NgMDAwMEBLSwtmsxmlUil9XpOTk6hUqhsUMW4myRixkU5MTCQ5ORm9Xk9SUhIGgwGfz8fJkycxm82YTKZosLUKMpkMk8lEamoq4+Pj9PX1STbsq2Vw5XI5DofjBi1pnU4nKYvcjvHxccbHxzl48CCiKN5w3kxNTVFZWRn9vB5gogFylAeGXbt2MT4+TnNzM9u3b48Om60RtVq95p7VKA8mkeG1yM04Epx++OGHqFQqsrKyUCqVxMTEkJGRgc/n4z/+4z8YGxtDr9eTlZV1w9Dc7fYXHx9PKBSS/l9YWMilS5cky9yPotVq19XCo9frefrpp4Hrg1J/8zd/w969exEEAY1GQ0FBAR5rWX0AACAASURBVAkJCZjNZsmoYdeuXUxMTJCamiqVsGtqaujq6sLlcjE0NERPTw/PPPOM5Ba4e/duqb3g425xMplM6h/9KLGxsRQUFHDx4kXKy8tvcM37+Pa3Uve4FUajkdTUVN5++23a2trIysri2rVruFwuEhISJJ3pteDz+TAajdTX19/wO61WS3Z2NleuXEEmk5GSksKWLVvu+Lg/rfh8PhobG9Hr9bz88sukp6ff9LFyuZzq6mpmZmZWPC4yUPvx5718+TLz8/MsLi6ytLSETqcjGAxKNuarEXHNjPLgEg2QozwwyOVyfvd3f5ef/OQnDA0NUVxcfL8P6YEmFApJDmH79++/34cTZQNxu920tLRw6NAhAoEA3d3d0rBcxEI8Ly+Pp59++o6rLT6fb0VAHR8fTzgcvm2GdL04nU48Hs+KrC/A//7f/3tFsPHR7HWEd955h5GREen/Bw4ckKTwSkpKbtl7u7CwcNNe6bKyMiwWCw6H405e0ppxOp2STFtraysajYaDBw+uqWc8giiKyOXyG4YHI4tivV5PVVUVpaWlXLhwgZmZGex2OwcOHFjXfj7ttLe3k5OTw2c/+9k1ZW2dTiexsbGEw2HGxsaYn5/HZrNx+PDhFY957bXX0Gg0mEwm0tLS0Ol0eDweyRwnYgEfDocJh8MsLS0xOTmJz+eTjGiiPJhEA+QoDxRKpZL6+nreeOMNFhYWMBgMUSORVRgaGpI0PJ999tlbZkOiPFyIosg777yzov/248NeHR0dLC7+/+y9WXRb93nu/duYOAAgAZLgBE7iPIizSFGWREmWqMmKLa/ErlOnSe3GTt3Ttc7Xfuusc9qb5pxena6vQ9qTeiVNTp00qZM2amJL1mBJFKmBpERS4jzPMwnOJEAABLC/CxY7oqmBkwbb+3dji9zA3hsAsZ/9/t/3eaY2LY7n5+dpbm6WemOXl5cpKytj165d275yk5+fT35+PuPj44yPj+Pj40NISMi6REpubq7UjpCbmytZn42OjjI5OYlOp1vz2fd4PAwODjIxMcGRI0ce+LxtbW1Sq8qTZGhoCL1ez6FDhzb1+OXlZZaWlhgcHOTo0aPSz72uJ0qlkuXlZem11Gq1fOUrX6Gqqorr169TUlIiL+H/JxEREbS0tHDmzJl1JU6q1WpaW1tpb2/HbDazb98+oqOj0el0uN1urly5wr1790hISECv1zM4OMjMzIzkavLKK6/gcrmoqalhampKSq70WvilpKRs+82ozPYiC2SZ546EhAS+853vMDU1RU1NDRcvXiQ+Pp6MjIwv/RfKwMAA7e3tKJVK3nvvPXl6/QuE1/O2tLQUt9vN3r17H7qtyWRiZGRk0/vq6OhAq9WuEoh2ux2n04nb7X4iMwBhYWFrbLUex86dO9eI2Pr6eiwWC0qlcpWYd7lc9PX10draikKhICMj46EDv97kyc+2kmw3vb29644M/yxut5uzZ88CK0El97dM2O12tFotJSUluFwunE7nqiJCUVER586d29Kxf9GIjY0lKiqKq1evMjw8LLX2PIwDBw6QkZFBYGAgBoNB+vni4iKXL1+moaEBhUJBV1cXoijicrkICgqSblq6uroYGBggKSmJt99+W56r+RwiC2SZ55KgoCCCgoKkGNiysjJu3LjB3r17n/hF7XlEFEWGh4dpbm7md37ndzCbzfIX7heIubk5fv7zn+NyuUhKSiIqKuqRFa6QkBDsdjs2m21TqytarZaxsTEWFhbQ6/Wo1Wr2799PY2MjP/zhD9m/fz+xsbGIooher99wFdJut+Pj47Pt1UuPx8NvfvMbKWwkLCwMj8dDT08PLS0tqFQqdu7cKVkgPozc3FxKS0slC7snVWV1OBxMTExs6rHeFYKwsDCKiopW/S4uLo62tjZmZ2cxGAxr+lw9Hg+CIDAzMyPbiN2HUqkkLi6O69ev8/Wvf/2R77tWq11lTQgrLhYXL14kMjKS4uJi7t27h06nw+l04nA4mJ+fx9fXl9OnT1NdXc2BAwc2HOAj8/wgC2SZ5x6TycTXvvY1zpw5w5UrV1AqlXg8HpaWlqQL+xe5krq0tERdXR1LS0u8/vrrslvFF4zl5WV+8pOfEBUVRVJS0rrEmlqtxmAwUFVVtaFhLy8pKSnY7XZKS0s5duwYvr6+GI1GCgsL+eSTT6isrOTs2bNShTY5OZmdO3eSkJDw0BYMURS5d+8e165dk/pljUYjx44dW9NbvFm6urqAlWpxf38/LpdLCnfw8fHBZDI9VhzDSr91VlYW9+7do6Wlhezs7CcS96vRaDZ17na7ncrKSnbs2PHANhBfX1/i4uK4efMmeXl5awYRGxoaEASB4eFhWSB/hoSEBK5du0ZjY+OGE+xiYmJQKpWEhoYSEhJCbGwsi4uLzMzMEB8fz8mTJ3G73QQEBJCamvqEzkDmaSELZJnPBYIgkJ2dTXNzM4WFhZIdVE9PD+Xl5ahUKgwGAwkJCQ/sx7Xb7QwMDEj/Dg8PX7fZ+7PEZrNx/fp18vLyOHDggFw1/gLS29uLWq1+7FCqNwCjrq6O6elpRFFclxh8EAqFgpycHJxOJ59++imnTp1icXGR8vJyTCYTe/bskba12WwMDw9z/vx50tPTKSkpeeBz3rx5k3v37lFYWIjBYJAszX7xi19gMBiIiooiISFhS32/FRUVAFIKX2trK2azGYVCwdDQkORtq9frycrKeuTfeHx8PHFxcbS0tFBVVcWRI0e23fkhLi6O3t5eYmNj17W9KIrY7XapevwoAZeWlsbIyAj37t1bI5AXFxcxGAxER0dv6fi/iCiVSnbt2sWFCxcICgp6bKvF/YSEhPD666/zs5/9jKCgIAYGBvja174mXXPkJNMvFvK7KfO5wbv07PF4CA0NZXh4mMXFRTQajZRmVVNTgyiK+Pv7r6p0zc3N4fF4pASj1tZWMjMziY+Pf4Zn9Hiqq6spKipi3759z/pQZJ4Qd+7cWddFurm5ma6uLkJCQigpKVnzGd8ogiCwe/duzp49y507dxgbGyMxMZGMjIxV2/n7+5OUlITZbKa0tBR/f39iYmIkYeqltbWVtLQ0aTVHrVZjNpuJjIzEYrEwMzPDmTNn+M1vfgNAYGAgiYmJpKSkEBsbi8vl4vr167S3t2O32wkODiYjI4O4uDhMJpMUYQ0rfsGFhYVcuXKF7u5ugoOD2bFjByaTCbvdzujoKKWlpej1evLy8h66wqRQKNi5cycjIyMMDw+TkpKy6dfzQYSEhNDd3U1ZWdkjnWYcDge9vb309fWxtLSEIAiPrWh3dHQAK84enyUiIoKenh55QO8hGAwGMjIyuHz5Mm+99daGHhsUFIRCoZBCap5ki47Ms0UWyDKfK44dO8aHH35IZGQkKpWK3bt3k5OTwy9+8QspTWp2dpbJyUm8KZGCIBAdHY3JZJKGLYaGhrh79y6Dg4Ps37//ufRc9va0PWpYS+bzz8jICElJSQ/9/fLyMiMjIwwODhIdHU1+fv627t9kMjE2NkZ0dPQjq7v+/v4UFhbS19dHbW0tS0tLJCYmsnv3biIiItBoNA8MURAEgdDQUBwOBz4+Phw/fhxYSc8cGxvjwoULLCwsACsrOzk5OWg0Gjo6Orhw4QI6nQ6bzYbH45EqdF77th07dtDY2EhKSsoqQWk2m8nIyKCjo4Py8nISEhLIzMx86Lk5HA46Ozu3XSCHh4dz8OBBrl69KqXlfRa32015eTkejwe9Xs+RI0ceW4n0eDxMT08TFBT0wOdMSUlhcXGRa9euERcXR2pqqmz5dh8Oh4OxsTH8/Pw2/Fi9Xk9GRgZTU1P8zu/8jiyOv8DIAlnmc0VUVBTx8fF0dHRgMBiYmJggNDSUrKws+vv7CQ8Px2g0PrYn2RsBW1ZWRkNDAzk5OU/0uDs6Ouju7paCEpRKJTabDT8/P1JSUoiMjJTidb3pXt7EM7fbLS/dfYEJDQ1lfn5+zUAQIKXJuVwuIiIiHinyNotOp0MUxXU5TISGhkqBHN7Wi1/+8pe4XC6pivswXC7XqjAU799pWlqaVDW9X8RlZ2eTmZmJQqHA4/Hg8Xj45JNPVh2rwWCQVoQ+W3H18/MjOzubqKgoqqqqGBsbY//+/WuEot1uJyYmhp6eHsrKyqRo6fDw8G2JvW9vb8fX1xeNRvPA31utVux2O6dOnVrXjbooilRXV2O1Wle1wtyPQqGgoKCApKQkabDMO9ycmJj4yF7yLwN2u52xsTHefvvtDT9WoVBw+vTpJ3BUMs8b8lVX5nNHSUkJ77//PllZWYyPj1NdXc3u3buprq5mcnKSkJCQdT2Pr68veXl5VFZWEh0djdFo5MqVK9hsNpRKJcnJyeuqKM3Pz9Pb28v09DQOh4OQkBApWjQjIwOVSsXY2BjJyckcPnwYm83G8vIyAQEBWCwWfv3rX9PY2IhWq2VpaYn4+HgSExPRaDQYDAa6u7u3vbIl83ywsLDA3Nyc1EMqiiIjIyMMDQ0xNzeH1WolMDCQI0eOPDFBYzab6ezs3PCQmrf1IiEhgcXFxce6XXiHah/Egyp5giBQXV2NUqmkoKAApVJJdHQ0/f39+Pv7S6I3NDSU3bt3P3S/wcHBHD16lHv37vHpp5+SnZ0t9QS73W5u3LiBw+HA4/GgVqsJCQmRPJv37t27pQrh8PAww8PDmM1mJiYmUKlU2Gw23G43DocDh8PB4OAgGo1m3e9vd3c3FouFo0ePPlR0ezEYDMTGxtLQ0IDZbEar1dLe3k5PTw9ZWVmEhoZuea7Bu1IHYLFYCAkJee7Fd2BgIOnp6XzwwQf8j//xP57745V5NsgCWeZzR0BAAKdPn+bixYtotVrKy8tZXl7mxIkTXLt2jYMHD677omYymUhMTOT69esolUp0Oh3Hjh1jenqampoaVCrVI6fQh4aGqK+vp6ioiAMHDuDn50dfXx9qtZr+/n4uXbqERqNhYWGB8PDwNdG1er2ed999l/n5eSIjI5mfn+fHP/4x/v7+REZGEhMTQ0VFBcnJyfJS3heMnp4ezp49K/Xp9vf309zcLPXYJyYmEhUV9VgRtFWMRqMUV+5dvdgICoViXQOvUVFRdHZ2bui5tVotHR0dZGVl4ePjw9LSErCSsOfr68vhw4fXVeVVq9UUFhYyODjI3bt3qaurk0SRKIoYjUYsFgtvvvmmFATxj//4j4yNjW0phCcyMpLQ0FBGRkaYnJwEVga5XC4Xvr6+qNVqcnJy1gzZPQyr1UpzczMFBQXr/lx0dnaSnZ0tzVvs2LGD+vp6amtrCQwMJD8/f1NWgd7Alvr6ehwOB76+vthsNhISEsjOzt7w8z1tIiMj6enpkcWxzEORBbLM55KUlBTi4uL42c9+RlhYGOXl5Rw6dAgfHx8aGhrIyspal6AUBIGMjAySk5MZHx/HZDLh4+OD2WyWKljR0dFrLkajo6O0t7fjdrv55je/ueoi6k09y8rKYv/+/TgcDoxG40PbJPR6vXSRDwwM5OTJk1y9elUSyD09PbS3t8u2QV8AvLGztbW1VFRUkJWVhdlslhK3srKynsny9/39vU8KtVq9qtq4HlJSUujo6KCmpoaCggImJydJS0uT/hY2etMYHR1NREQEdrsdt9uNy+XC4XBw7949lEolV65c4fTp0yiVSo4dO8bZs2cJCQnZdECRQqGgsLCQy5cvIwgCmZmZm3aWsNlslJWVERYWtm5BDSufuaamJpaWlkhKSkKj0ZCbm0tmZialpaVcunSJoKAg0tPTpaAL7+MAyVXD+90IK+0y1dXVWCwWEhMTiYiIkKKYu7q60Ov1iKJIbGzsc9ke5na7GRgY2HSIi8yXg+fvkysjs07q6+txOp0EBQWRk5NDVVUVf/AHf8C//du/UVZWJvX2rge1Wr3GSSAyMhKTycS1a9c4fPiw9EXf29tLZ2cnJ0+eJDk5+ZFi5v4EpvVyf/iDQqEgLCyMoaEhWSB/zrFYLPzyl79kfn4eo9HIgQMHpPfZ7XYDPHJY70myvLy87RZn24FGoyElJYX29nauXLmCVquls7OTiIiITf1twUoF97PnGhwczPT0NHV1dVitVrRaLcnJySQlJVFVVcWOHTuIiIjYVDuCRqPh+PHjtLW10dzcvCGBPDc3R1VVFR6PB6fTSWho6JrQkMdx4sQJRkZGJBeUhIQE4uPj8ff35+jRo7hcLmpra6mqqmJ5eVnql/YOVXqdgux2OwqFArPZjMViQaVScfz4cal4YDQaGR4exm6309DQgCiKzM3NkZOT81xVaUVRlOwCX3755Wd8NDLPM7JAlvnc0tnZycTEBDk5Oeh0OkZGRrh06RLf+ta3aGho4MaNG4SHh2/py3n37t1cv36du3fvUlhYKFVj3n33XalSvN2YTCamp6elyF+z2czt27d58cUXpXNxOp2oVKrn6sIj83BcLhcffvghsbGx0lL30tISVqsVlUpFe3s7sOJosZHq4HYd2/NMeno6vb29+Pv7861vfYu+vj4uX77MoUOHti163sfHh4iICKanp/n+97/Pu+++i8Fg4MSJE9y7d4/m5mY6OjooKCiQVntEUWR2dpaZmRlCQkIe2WaiVCoJDw+ns7OTzs7Odd0ITU9Pc+PGDcxms7RCZTabN3V+kZGR0iBwU1MTnZ2daLVa/Pz8CAoKoqCgAIVCgdPpZHJykra2NlwuF3a7nczMTOl4h4eHqampwWg0rnH/8Xg8LC8vS+/J/v37qaioQKfTPdbj+2nS1dWFRqPhrbfekr8/ZR7JlgWyIAjRwE+BcMAD/FAUxe8JgvBd4B3A8p+b/rkoiue3uj8ZGS9vvPEGpaWlXL16FYPBQHZ2No2NjfzHf/wHr732Gh0dHdy4cYPMzMxNp0l5h/Xu3buHx+NBFEVpYv9JER0dTVRUFO3t7aSnp2MwGFCr1YyMjHDhwgVGRkakbf/oj/5oU32jMk+P5eVlPv30U/z9/aV+9srKSsbHx4GV6rF3SK26uprQ0FByc3Ofmi2XVyA/j0vhsLKK4h3I1ev1ZGZm0tvbS11dHQUFBdu6r4yMDHx8fPjBD37AG2+8QWxsLIWFhRQUFFBTU8PVq1cJDQ0lMDCQkZERPB4P4eHhlJeXc+zYsYf2BYuiKPmz9/T0rEsgt7a2IggCO3fu3LbPQlhYGGFhYSwtLTE2NobVaqW/v5+hoSGCg4MxGAwEBgYSERGB1WpFo9HQ2tpKa2urdMPudruJjo5eJS5nZ2eprKzE7XZjMBgwmUyEhIRgNBpxOBzbcuzbgdVqpaOjg3feeUcWxzKPZTu+EV3A/yuK4l1BEPRArSAIl//zd38riuL/tw37kJFZg1KppKSkhIKCAu7cuUNFRQVpaWm0t7dLHpVXrlyhubmZ/fv3b3o/kZGRdHV1cfbsWQwGAx6PZ0NuGZvhxIkTvP/++0RFRREQEIAgCFJ4gL+/PwEBAdy9e1fqDZR5PnG73fzoRz+ShrFgpUVndHSU8PBw1Go1CoUCURQZGhri+PHjVFZWcunSJXJycoiJiXniw5l1dXUPtJh7noiOjpbcF7yRvv/wD/+AxWLZ9s9/YmIiNpuNnp4eyWM5KSmJgoIC0tLS6O7upr+/n6NHj9LT08OdO3dISkpiaGjoocFDt27dknyLPxvE8jCKioooKyujvb1924fe/Pz8JEu+1NRUurq6mJubo6+vD4fDIRUCYMXtx7vysbS0hI+Pz5qhvuHhYVQqFceOHVslPL2i+nlAFEUaGhooKiqS47dl1sWWBbIoiqPA6H/+/4IgCK3A5taBZGQ2gcFg4OjRo2RnZ/PTn/6U6Ohobt68yenTp4mNjeXevXsMDg5uOvFIEASKi4uZmZlhcHCQyclJhoaGnqhADggI4OjRo1y6dIl9+/axuLiI0WjkK1/5CqIosrCwgFqt3nTUsMzTobW1FVhp1REEAbfbTX19PTqdThpaW15exuPxEBcXh4+PDwcPHmRgYID6+nr6+vrYtWvXExWwoaGhjI+PY7Van8s+ZFipImdmZvLRRx/xx3/8x6jVao4fP87Zs2c5dOjQpgIfHoVaraa9vZ25ublVFV+dTkd2djbZ2dlUVlZy584dNBoNu3fv5pe//CVNTU0EBARIlVi9Xo9Go8FisXD48GHcbrd0g+12u7Hb7SwtLaFUKklMTFz1/aRUKomMjKS7u5vk5ORtP0cvKpVqzXzD1NQU5eXlpKamMj8/T39/P2FhYQ+0o1teXqa3t5ekpKQ1yYqzs7NbihbfTvr7+7Hb7VLw0sDAAGaz+bkR8DLPH9u6piYIQhyQC9wG9gJ/LAjCN4EaVqrMM9u5PxmZ+wkKCsJut5OUlMS1a9cYHBwkKSmJ06dPc/XqVWZmZsjKytrUcwuCQFBQkJRg9TRsjHJzc5mbm6OsrIycnBypanPmzBmam5v57//9v0tT5TLPJ6OjoxiNRkn4DA4OIggCiYmJj4w5NxqN+Pn5MTU1xeXLl8nIyFgjoLaL+Ph4uru7GR4eJjEx8bkVDBEREQwMDFBWVkZJSQlpaWl0dHTQ29tLenr6tu4rKSmJgYEBPB7PmtdcFEUuXrxIe3s7Op0Oh8NBTEwMf/Znf4bdbsdisTA8PMzY2Ji0miUIAhUVFfj7+6NUKhEEAbVajV6vJyAggIGBAebn58nLy1u1v5SUFGZmZqitrX2qcfNarRaVSsXo6Ci7du2ipqaGW7duSYEtAQEBHDlyBFgRmiqVapVX+8zMDG1tbRQXFz/RdrT1Mjs7S3NzM2+99RZKpZLLly9z+/ZtkpOTef3115/14ck8p2ybQBYEQQecAf4fURTnBUF4H/hLQPzP//41sCa2RhCEd4F3AWJiYrbrcGS+hCiVSpKSkigrK0Oj0XDx4kVefvllkpOTiY6O5p/+6Z9obGwkIyNj0/1nExMTpKamPjVP4oMHD3LgwIFV+7NYVtr6GxoaKCwsfCrHIbNx7t69S21tLQcOHEAURbq6umhubkapVD7W7mx5eRmr1UpOTg52u5329nb6+/spLCxcl+fwRklOTqa2tpbm5mZSU1NJTU19Lns0s7OzKS8vJzIykoyMDDIyMvj4448JCQmREv62A5VKRX5+Pjdv3mR5eZna2lppAK2vr4/x8XH279/PuXPnMJlMnD9/nlOnTuHn50dMTMyqa5m3//hRr6fT6eRHP/oRIyMjBAcHU1NTg9PpBFZs1p62B3pnZyfLy8ukp6cTGBjI4cOHgZUe3traWpRKJXa7HZfLJfUv38/09DRarRalUrlqcO9ZMDQ0RENDAy+99BKhoaFUV1fT2tpKYmKiXGCQeSTb8g0oCIKaFXH8c1EU/wNAFMVxURTdoih6gH8CHnglF0Xxh6Io7hJFcZfcSymzFRQKBW+88QYvv/wyMzMzTE5O8rOf/Yz5+Xn8/Px45513cLlcVFRUSLZaG8Vutz/R1ooH8dmL4xtvvAHA4uLiUz0OmfXT29vL1atXOXDgAHq9ntraWtra2njhhRfw8/N7rED2bhMfH096ejonT54kICCA0tJSWlpa8Hg823q8sbGxFBcXs3//fnp6emhqanrgPtxu96b/drYDX19fkpOT+eijj4CVfuFDhw5RX18vOYFsFyEhIZw8eRKr1UplZSXd3d20tLRgt9vZs2cPdXV1wIpoHx8f56//+q/5l3/5F+nnXgRBeOzNhkaj4eDBg9y9e5fLly+zvLxMdHQ00dHRJCUlsWvXrm09t8eRkZGBVqtldnZW+pnb7aa0tBSLxUJcXBytra1cunSJ2dlZcnNzVz3e5XKxuLjItWvXaGtre6rH7sVut3Pnzh06Ojr43d/9XXbu3InNZuPatWvk5+djsVieSHS7zBeH7XCxEIAfA62iKP7NfT+P+M/+ZIBXgaat7ktGZj0kJSXxJ3/yJ/z4xz9mcXGRW7duceLECfz8/PjGN77Br371K2pqaigsLNxwZcblcj3RqsPU1BTt7e1MT09jsVjw8/NDpVIRExPDzp078ff3x2g08tZbbz0XS5cyD+by5ctkZmai1+txuVwMDAyQl5fHrVu3AB7rSuDr6yt533r7PgsLC5mamuLOnTsMDAxQWFi4rcNGISEhTExMoFQq6e3tpbu7m+DgYJKSkggNDaWnp4eWlhYEQSAlJYX4+PhnUhnUaDSEhobi8XhQKBTk5uaSmJjI97//faKiora1X1uj0WAymbDb7ej1emlIFlZWkwoLCwkMDGTPnj3YbDZmZma4du0abreb/Pz8De0rPT2dqKgoLl68yMDAAEaj8anfjHtRKBRotVrpJtzraeytajc3NxMYGEhMTAyZmZlrHFC8g43d3d20t7cTFBT0UIs6j8fD4uIiDQ0NzM7OkpWVRXBw8KbfR7fbTW9vL+3t7eTm5q6yA5ycnJTeP6fTKQeFyDyS7Wix2Av8HtAoCIL31vnPga8LgpDDSotFH/CdbdjXFxpRFJ/rQZnPE94ht8rKSvbs2SP9XBAEXn31VX7605/S1tZGWlrahp53aWnpibw/oijy8ccf09TUtMqXNi0tDV9fX5qbm6XKx9LSEgUFBc+988CXFafTycTEhFT1m5qawsfHh76+PhISEsjMzHzsjZkgCGg0GmZnZ1e1DgQHB3Ps2DEaGhq4fv06cXFx7Ny5c8sWbfPz89TX1zM9PU1cXByZmZlYrVa6u7u5ffu25LSxa9cuRFGkubmZtrY2kpKSSExMfOJx2PcTGhpKb28vP/nJT3jttdfQ6XTo9Xp27dpFV1fXts8HZGZm0tbWRldXF/X19SgUClQqFU6nUxJbgiCg1WrRarUEBgZy+fJlnE7nqu+e9RAQEMDrr79OR0cHZ86c4cCBA0+kpWY9ZGVlUVpayq5duxgfH5du7oKDg5mZmWFxcZGioqKH3uwpFAoSEhIYGhqiqalJEsh2u52+vj66u7slxwyVSoXRaCQ2Npbm5mZsNpuUaPg4HA4Hc3SQRwAAIABJREFUra2tKJVK+vv7per722+/vcbhxGQysbi4SEtLC7m5uc9lG5HM88N2uFjcBB70bS97Hm+QiooKrly5wp/+6Z+iUqlQqVTPtHfr8463R/GzqFQqvvrVr/L973+f5OTkDQ0lqVQqFhYWtvMwEUWRv/3bv5WeNy0tjd27d/PBBx/Q1taGv78/4eHhUhy2RqPhJz/5CcXFxRQVFT31/kSZh+PxePjwww+JiopCo9FIrhXBwcGSddZ63y8/Pz/m5ubW9NYqFApycnJISEiQLOF27dpFWFjYho/XbrfT3NzM4OAgoaGhnDhxQhK7er2enJwczGYzs7OzNDU1ERERgUKhICoqirGxMRobG+no6CA+Pp7k5OR1+fVevXp1w8f5WURRZHx8nL/7u7/jz//8z1EoFJhMJoaGhrb83J8lMDCQ3bt3S/u12WzMz8/T3d1NbW0tR48eXbW9Xq8nIiKC0dHRBz3duhAEgeXl5S0d92bxFmocDgcKhYLS0lJEUSQ7O5uioiI++OADfH19sdvtjxXv3psJh8OBxWLB5XLR29vLxMQEgiBQUlIirZJ5iYuL48qVK5JzhsPhwN/ff81na3FxkcHBQfr7+4mIiEAQBN577z3JFvNB+Pn58cILL3Dr1i3efPPNrb9YMl9onk9n+C8pu3btIigoCK1Wy1/+5V8CK/ZQBw8efGqhAV8WAgMDSUxMlMI41kt8fDxXrlwhPT193UJnZmaGhoYG+vr6sFgsKJVKbDYbOTk5vPTSS8DKe+9wONi1axdGoxGAv/iLv8Dj8TA3N0d1dTVtbW3Mzc2RkJDAgQMHqKmpoauri507d5KSkrLGm1Tm6TM2NkZfXx9+fn6cO3duVb+u0+ncUDXw/iXuB6HX6zl69Citra1UVVURGRlJdnb2uqq5oijS399PfX09er2eI0eOPHRlxGQyYTKZaGlpYXh4WIpKDg8PJzw8nKmpKerq6ujp6SEmJobU1NRHfhZjY2Mfe3zrpaenh8HBQWJjY9FqtSwtLW3bcz+I+yvFk5OTD0whHBsbY3R0lFdffXXT+4mPjyc1NZX6+nqKiopQq9UsLi7S19dHeHj4E2u98Kb3+fn5ERgYSEJCAmlpaczNzZGXl4dOp8Pj8eBwOEhOTl7XatqePXu4d+8elZWVkujXarUoFAp6e3vXOAvp9Xpyc3Npamqivr6egIAAlpaWcDqdFBcX09nZyczMDKIokpGRwRtvvEFUVNS6z3Hfvn1kZmbK35cyj0UWyM8RPj4+0pL/7//+79PV1cXNmze5ffs2xcXFHDp06Bkf4ReLzUTsRkRE0NDQwMTExLoqdpOTk/zoRz8iOjqaiIgIUlNTEUWRsbExhoeHgd/6LD8IhUKB0Wjk6NGjHD16lIWFBd5//33cbjfx8fHY7XbKy8v5+OOP2b9/P4WFhXKLzjPEe9MUFBSE0WiUKmjepVxvTPF68Pf3Z35+/rHbpaWlERcXR0VFBRcvXqSwsJDw8PCHbm+326mpqWF6epq8vDxJ8D6O1NRU7t69S0RExKqKX3BwMIcPH2Z2dpa6ujo+/fRTzGYzqampDzzfxMTEde1vPQwODjIxMUFsbCwxMTE4HI6nEtctiiIDAwOrxJ0oiszMzFBTU8PXv/71LbVGKJVKvva1r3Hu3DmuXr2Kv78/CwsLhISEPFEPdofDQVhYGN/+9rcfuk1ISAijo6PrSgOElVW3goIC7t27x8DAAD4+PgQHBxMfH8/169dZWFhAqVSSnZ2Nn58fHo+HmZkZ1Go1r776KikpKYiiyP/6X/+LyclJBEHgD//wD9Hr9ZtaPfN+p8rIPA7ld7/73Wd9DBI//OEPv/vuu+8+68N4LjAYDMTHx7N//36cTift7e1YrVaioqKeW5/SzxNLS0ucPXtWmtbeCKIocufOHbKysh7b+9ne3o7NZiM3N1cKDXC73dTU1HD69GkMBsOG9u29ierv76ehoYHIyEgiIiLQaDR0dXVRXl5Ofn4+09PTOJ1O1Go1FouF5eXlJxY0IPNbvINcXgs+b9yuwWDAYDBs6D1YWFhgcnLykX7JXtRqNfHx8QiCQF1dHUajEa1Wu0ZADA4OcvPmTXx8fDh8+PCGhEJQUBADAwNMT08/sGLn6+tLXFwcUVFRDA4O0tLSwszMDAEBAUxOTjI1NYXFYlkTSrEVhoaGyMrKwmg0SsEan376KW63m5CQkCfSfiSKIqOjowwPD7Nr1y5pH21tbdTV1bF///5N+63fjyAIJCcnk5iYSHR0NCdOnCAoKIiWlpZtrcLDb1tWGhoa2Lt3LxEREQ/dNjk5mcbGRpRKJUFBQY99jefn57l16xYTExNkZmZSWFiI2WzG398ff39/KTjFK87r6+vxeDy8/fbbUhHCbrczODhId3c3MTEx5OTkyK1lMtvC//yf/3P0u9/97g8f9Du5gvyc472zrqqqkqZ8t7J0J7OCn58fmZmZDA4OYjKZNvRlm5iYyNzcHNevX6ekpOSR246MjDwwljUyMnLTF7mgoCBpmnx6elpa8jSZTOTn59Pd3S3ZYAmCgEqlQqlUotfrKS4uJiEhQRbLT5DExESWlpYea+X2OPz8/Da8ypGcnMzS0hJ37tzBz8+PI0eOsLy8zNjYGL29vczOzpKdnb2p6X1BELDb7Y+1HNPpdBQXF7O0tERtbS2lpaVSuMR2O6/odDrGx8elRMmYmBjee+89fvGLX9Dc3LxtKW6iKDI7O8vg4KAUIBIbG7tqyGt0dJRvfvObG1rufxyCIBAWFiYJxSdRHLFYLDQ2NqJQKDh+/Phjo7D1ej1vv/02//zP/0xzczOnT59+4HYzMzPcvHkTl8uF2WzGaDTS0dGBRqORVi28r2Fvby82m43h4WHm5+f59re/LbkF9ff384tf/EIqGrW2tjI4OCjnJsg8cWSB/DnAa+W0uLi4qUEcmQdz6tQp/uVf/oWysjLS09PX/doKgkBqairl5eVERUURHx+/yvrN7XYzOjpKY2MjTU1Na1pjXC7Xlvvffu/3fu+BP7fZbCgUCgYHBxkZGcFmsxEdHU1ycjK9vb2cOXMGpVLJN77xDdni6AmhVCrRaDQ4nc4t3Yj4+/tvqg0oOzubtLQ0zp49y9mzZ3G5XPj6+hISEkJRUdGmHSe8on+9ItfPz499+/ZhtVq5ePHiY28mN0NoaChtbW0UFRVJPwsMDOSb3/wmf/d3f0dSUtKGbBlFUcThcGC1WrFarSwuLrKwsIDFYpFEfnZ2NmazWRLHHo+Hnp4e5ufnsdvt236O96NUKjf1mXgYFouFO3fu8PLLL28oAMloNPKd73yHv//7v2dhYeGBrTRtbW0YjUYKCwvRaDRYrVYmJiZoa2tb1dbT1dWF2+2WBj9zcnJWvWcVFRWkpaVJ4njHjh3behMiI/MwZIH8OUCj0fDmm28SHBws905tIxqNhrfffpvW1lbOnz/Pjh07iImJWZeo0el05OXlUV5ezq9//WsKCwux2WyMjIwwPT2NTqfDZDJx+PBhacBycXGRq1ev4nK5pLCPzXD9+nWqqqokW6S9e/ei1WqxWCz84z/+45rtvUlgSqWS0NBQJicn+fnPf85/+2//jZ/+9KfMz89LS+7bufz9ZUUQBIxGI1ardUsCeTMVZC8ajYa9e/cyOztLd3c3J06c2PRxeJmdnd2UB7hGo3liy+FhYWHU1dVRXl7Ovn37pAqrn58fycnJdHV1PbYi6mV8fJzGxkYWFhbQaDSo1Wo0Gg1KpRKn08lLL730wPOvr6/H7Xbz0ksvbXvrw2cJCwtjfn4el8u1ZWu/yclJ7ty5w2uvvbauNp7PotVqefHFF6mpqaG4uHjVe9za2sr4+DhHjx6Vbsi8w406nQ6n04lKpWJgYIDIyEiCgoKoq6tDp9NRWVlJTk6O1Prm6+vLyMgIExMTTE1N8fbbb2/Jnm1sbIxf/epX+Pr6otVq2bdv37r78GW+XMgC+XPCdg62yPwWQRBIT0/HZDJRVlbG1atXUSqVpKWlERsb+8gLe0REBBEREVitVpqbmzEYDKSnp6PT6dBoNExNTVFWVgasVJm8E/YxMTEkJCRs+pgdDgdLS0sIgiBdOL7xjW+g1+tJS0uThv+8ProdHR3ExcURFBREbm4uMzMzhIWFoVKppG29VTJZIG8PPj4+W7bp8vHxWRUWslHCw8PxeDzbJk69N1Ib5Un2iqpUKg4ePMjVq1fp6uriD/7gD6TflZSU8P7772M0GomMjGRubo6AgACp9eV+kTU9PU1lZSVxcXG8+OKLawTYjRs3qK+vXxXt3tfXR19fHwsLC7z33nsbnifYDGq1GpPJxMzMzBqP3/XidTBpbm7mq1/96qbEsZfCwkLu3LnDzMzMqtAar3XbZ92XXC4XFouFTz75BEEQEAQBPz8/lpeXKSoqoqKigsDAQH7961/z5ptvIggCJ06coKGhAafTSU5OzpaHkO/cuSPNBlRVVa1JAZSR8SILZBkZVqysXnvtNTweD6Ojo/zmN79hcHCQpKQkwsLCHnmR12q1qy6cXq5fv45SqWTXrl0sLCzQ0tKC2WwmJSVlS9WfkpISdu7cSV9fH1FRUdKqgq+vL6+//vqqbScmJqirq6OkpOSB5/Bnf/ZnwIqIkT23twdvv+pWb2q9YSHeG5pnjcPh2JRQFwRhy/3YD+PWrVtSOpp3ENDbAhIQEMDXv/51/vVf/xWn00ltbe2qY/L398fHx4fAwEDGxsbYsWPHQ0NG0tLSuHXrFi6Xi5mZGZxOJ/X19bz22muEhYURGBj4RM7vQURHRzM9Pb0pgex9HZxOJ2+99dYaj+2NIggC0dHRawRyeHi45MJ0v0NPUFAQ4+PjHDx4EIVCgZ+fHxqNhvLycrq7u0lOTqa7uxun00l1dTWFhYX4+vo+8Pt1swwMDJCTk4PBYCAlJYWuri65MCDzQGSBLCNzHwqFArPZzHvvvUd9fT1VVVVS0IPZbCY8PHzdFbGAgABmZ2fRaDQEBgai0WhYXl7elmQsb/X6cYSGhq4JMrifp5mA9mVhYGCA2dlZ5ufn6enpQRTFdXvGfhZvWMhmBfLIyMi2vMeiKLKwsLCpm6gnVUGemZnBYrHw4osvotfraW1tpbKyklOnTknbxMTEUFhYyI0bN9Dr9ezbtw9/f3/sdjsWiwWr1SrFOj8qgc973hcvXkSr1RIQEEBJSQnJyclP5NweRVRUFNXV1Rt+nCiKdHR04OPjw9tvv71tA3+Tk5PSkKTL5aK+vp7BwUGKi4upqKigtbVVsi99mLtHZGQkAwMD7Nmzh9HRUVwuF1evXkWr1a67RWY92Gw2rFartBKi1WqxWq3b9vwyXyxkgSwj8wAUCgW5ubnk5ORgsVgYHBzk9u3btLS0EBoaKg2J9PT0MDExgUajwWw2k5iYiEqloq6uDofDAUBHRwfh4eHY7XZmZ2dZXFykoaEBg8FAd3c3sFLZ8YYsyPZFn29mZmYAaGpqQqfT4Xa7uXz5MhERERQUFGxImOh0OoaHhzclxKxWK4ODg7z44osbfuz9LC0tUVVVhc1me6hf98MQRRGPxwOstBltZ7Tv6OgoAQEB0g1nVFQUFRUVHD9+fNUKzd69e7l58yYZGRnScKyvr6/Ud/q46qHb7ebmzZsUFRWxY8cO4uLinmlEcVRUFBcvXlz36zk3N8fAwAAjIyPodDq+8pWvbJs4djqdku+0N1I6ISGBvLw8BgcHycrKorGxURLIDyMsLIzm5maGhobYv38/V65cQRAELl26RE9PD6dOndqW78V//dd/xW63o1arGR0dpbW1lVdeeWXLzyvzxUQWyDIyj0AQBEJDQwkNDSUvL4+BgQG6urq4e/cuADk5ObzyyissLCxQVVVFWVkZWVlZ9Pb2UlBQgFqtRq/Xs7y8jI+PD3a7ncrKSmlQxeuNLAgCnZ2dVFZWcvLkyUcGPcg8v4iiSGNjIxkZGauEl91u59q1a9TW1pKfn09TU5PkAzs+Pi6Jau9zeLHZbI+0s/L2KPv6+uJ0OqmpqcFut+N2u3E4HAQGBm55+f/mzZtoNBpOnDixYWHoTdh7Ejd9IyMjq9wM9Ho9wcHBfPDBB7z22mvSeVutVkRR3HB4iCiKTE9P09nZSUBAAIcPH97W498sBoMBk8lEV1fXum6c6uvriY2N5cCBA9seoKJWqzl16hSNjY04HA6++tWvsmPHDvr7+zl37hwOh2NdPvMBAQHk5+dTXV3NiRMnOHr0KBcuXCAjI4O2tjbu3r1Lfn7+lo83ODgYX19fVCoVXV1dnDx5kpSUlC0/r8wXE1kgy8isE0EQiI2NJTY2ds3F0mAwEB0dza1bt7hy5Qo+Pj6rLt4LCws4nU4SEhLIyclZ9Vi3201LSwvh4eE0Nzfzgx/8gL/4i794Kucks324XC4+/PBDZmZm1izX+/r6cujQIS5fvsyNGzeYnZ2VbNx8fX0JDQ2VBpq8w0uwYuv1IIFssVhoaGhgfn4eURRRqVS43W6pFUitVqPT6bbserO4uIjVauXw4cMbFsdzc3P09/dz7Ngx/P39t73qarPZiIiIoKenh7a2NmJjY/Hx8WFpaYn333+fkydPkpmZKXmGu1yudbWITE1N0d/fz9jYGL6+vuTl5ZGXl7etx74VBEHg9OnT/OAHPyA8PPyRLVveEI533313y64XDzuWB70+QUFBTE5OAnDkyJF1PVd0dDR3797F5XIhiiL+/v5YrVZycnKoqKjYFoFsNpupqKhgYGAAm8225R5smS82skCWkdlG9u7di9VqpbKykqGhIYKDg1EqlZSXl6NQKPD392dubk6qbs3MzNDb20tvby96vZ7Q0FCmp6ef8VnIbJbh4WGCg4NXeeR6//9+kZydnb1p94C+vj7q6uqIj49nz549AJSWlpKamkpSUtJDq7WbaXGYnJzc9HJ8d3c3/v7+TzT6vLy8HFEUCQoKYnh4WPIx9ng8/PrXv2ZiYoLDhw+zY8cOxsfHH+qf63a7mZ+fx2Kx0NXVRXFxMadOnVo1ePY8YTAY2LNnD93d3Y90YfB+5ywsLDxVi1CdTodWq8Vut9PU1MTevXvXbGO1WqWbPLvdLrXitLe309fXh0qlQq/XExQUxOLiIouLi1v+LOXn53PhwgWqq6uJiIjgo48+QqVSkZycTH5+/hrXDZkvN7JAlpHZZo4ePUpycjJXrlyhoaGBpaUlFAoFMTExNDY20tjYyK5du2hubmZpaQm1Ws2LL76I0WiktbV1XcN3Ms8fKpWKP/3TP+Wv/uqvuHTpEi6XC7vdLsWLHz9+HJ1Oh0ql2vCgpsvloru7G4vFwvT0NHl5easqy9HR0XR3d5OYmLhKII+Pj1NdXS1Zzul0Onbu3ElYWJjUmuHF4/FIrR7BwcEMDw/T39+Px+Ohvb2dlJSUDQlsi8XyxMSxx+PB5XKxf/9+7HY7kZGRkpAXRRGLxUJVVRW3bt1Co9GQnp5OfX39KoFst9ux2+3Mz8/T3t6OIAgEBwfzzjvvfC785lNSUlY5czwMvV7P1NTUUz0nQRBITExkcXGR/v5+RkZG8PX1xePxSMfhfW9SUlIIDAxkYmKCoaEhhoaGKC4upqamBqvViiAImEwm+vv7tzywp1QqOXLkCDdu3GB5eZnJyUmioqKoqanhxo0b/OEf/uFTseuT+XwgC2QZmSdAXFwc3/72t4GVQb6GhgZ6e3vR6XQsLi5SU1MDwMmTJ/Hx8ZGEh81me+ikt8zzj7effHFxEVgRCvcv8cOKBVZVVRXHjh1btyvE9evXsdvt+Pr6cvDgwTUCOzMzk7GxMWpra8nNzZWW05ubm4mKiiItLQ2Px0NfXx+3b99GqVSyvLyMv78/ZrOZsbEx5ufnUSqVCIKAQqHA7XZLbSAtLS2o1ep1W9d5PB6Wl5ef2M1ea2srer3+gVZn3rmBgwcPUl5ezrVr18jJyZF8yJ1OJ21tbfT19REYGIjRaOT48eOPHSR73jCZTNhsNpaXlx/5OdJoNNK5P01eeOEF/vmf/5mAgAD6+/sZHx9HqVSSn5+PSqXC4XBw5MgR6bvPaDSu6gfW6/WSw4RWq922lbWOjg48Hg9Wq5WTJ09y/vx5yYpwdHRUFsgyErJAlpF5wsTHxxMfH48oikxNTdHS0sK1a9fIzMxck7QmiuK2XcxEUaS2thaPx0NBQQFut1sSQDJPjvDwcEZHR6V/C4KAx+Ph0qVL6PV6FAoFLpeLrq4uUlJSWFxcpKuri/T09Acu8dpsNhYWFiguLn5oFVChUJCUlERbWxsff/wxCQkJREVFMT8/T2FhoWRrlZaWhtlslgb4BgYGGBoaIiQkhIMHD0rCenJyUgp7OH/+PKIoMjExsW6BPDc3J0U2b5X+/n6MRqN0U7CwsEBPTw+ZmZmPfFxAQABFRUXcunWLhoYGVCoVFy9exGazERUVxX/5L//lqfoXbzcKhYLIyEhGR0cfOsjp7UHebKjIVggNDUWj0aDRaJifnyckJARRFKmurn5sjLpXwHp7hF0u15ZSKe/n1KlT/N//+38RRZH8/Hyys7Opr6/n/PnzXLx4kZs3b3LgwIFnYuEn83whC2QZmaeEIAiEhIRQXFyMyWTi448/XhMyMDU1tS2xp0tLS3z66afU1dUBKz2LH374IcXFxRw6dGjLzy/zcBISEqRlYp1Oh8Ph4Nq1awQHBxMZGYnD4WBubo6Wlha6u7ulSm55eTklJSWr2hicTielpaVERUU9trIVHx+P2WymrKyMrq4uenp6pGjf+7m/+pyYmPhA0Xu/oPLapN0v+h+HwWAgMzOT3t7exwrZh2G32/nkk0+AFT/okydP4vF4KCsrIyYmZl2xzq2trfj6+uJwONDr9bz55psEBAQ8sq/a7XYzNjZGeXk5w8PD/Mmf/MkTGXDbDg4dOsSZM2cwm80PPKfx8XGMRuMzc8VxuVzExMRQW1tLbGwsr7zyitQudPbsWSYnJ1cNyrlcLu7du8fo6Ci+vr7SCoTT6ZQs+raKyWTilVdeYWhoiHPnzlFYWCi5zvz7v/87c3NznD9//pH9/DJfDp7Pv3oZmS84aWlpuN1uzp07R3R0NBERESgUChYXF6UksI0giiI9PT00NjYC0NXVtcourKurC4DKykpqa2s5duzYpoWLzKM5ePAgk5OTVFZWEhYWxtDQEL6+vmRmZkrv7c6dO6XURoPBgEaj4ezZszQ1Na1qsenv70ehUJCXlyctAy8tLeHxeKShu8XFRam/88aNG2g0Gl566SXu3LkjDT5thf7+foANDesJgoBer2dxcZHe3l4pSGIjaDQaVCoVgYGBUptKXV0dWq2WrKysdYmXmZkZEhMTaW9vx2634+fnt+Y8rFYrnZ2ddHd309TUBCCJSpvN9sRSALeDuLg4YmNjaW5ufmBrlsvlQq/XP4MjWyEjI4M7d+6gVCrJzc1FrVajVqvZuXMndrud2tpaTCaT9F42NTUxODjI3r17JeHc1dXF1NTUlkV+b28vXV1dlJSUkJqaSnh4ON/73veoq6sjODiYvXv3Mjg4CKx8fj+bDijz5UMWyDIyz4idO3dy9+5denp66O/vl5YcJyYmiIuLW/fziKLIv//7vzMyMiL1VEZERNDb24tCocDj8TA7Oysljs3Pz3P+/HnJZWNxcZGgoCCys7Nxu91cvXoVm82GzWajq6sLg8HA7Owse/bseWQqn8xv+drXvsbk5CQ//vGPCQsLY9++fat+LwgCSqVyjauCxWIBVtoqvO0PsbGxkoAYGRnh9u3bqFQqqXXD+3yiKGIymXjhhReA38Yji6K46UpYXV0dFouF4uJibt68KfVBP462tjba2trQaDQMDAxIAtnj8TA/P09AQMBjB/5GR0elc+rp6aG7u5vBwUF27dq17vMxGo10dnZKbg6ffPIJeXl59Pf3MzQ0xMLCArOzs4SFhWE0GgkMDESn01FUVITD4aC7u/u5j2A/fvw4//AP/0B6evpzV+n2BiG53e41N0k5OTncvn1bWuUaHh7G4XCgVqvx9/dnZmaGxsZGlErllgcnRVHkV7/6FTabjZKSEuC3CY/+/v5MT0/z0UcfSX9H4eHh23JzKfP55vn6a5KR+ZKRkJDA0tISAQEBhIeHMzg4yMcff8xbb7217srP7Ows/f39HD16VKqOXbhwQQosmZ2dJTExUVqi9Iphi8XC1NQUGo2GpqYmbt++LUUKp6amYrfbpeeHFdEms35CQkL4oz/6I/7P//k/WCwWTCYTLpeLpqYmpqen0Wq17N69W9p+586dNDU1ce7cOVwuF263G1jp542OjsbpdEqPO3bsmPQ4q9XKlStXcLlcq0TnzMwMarV6S8vEQ0NDpKamMjs7K1WovQLjYczMzNDW1sbevXvx9fWltLSUzs5OQkNDuXbtGm63+4E3DRMTE9y+fRsfHx/y8/OlgcPo6GgWFxdpamoiJSUFs9m87uMvLi5mYGCAuro68vPzaW1t5eLFi1LYRmxsLHq9XhKWMzMz0ms4PDy8Le1OTxqdTkdMTAzDw8Or2k5GR0el13ArN0lbYXp6GkEQKCoqWnNDpFKpePPNN6murpaSR19++WXUajX9/f20tLRw5MgRsrOzt+yhffPmTWw22yprRX9/f3bs2MHs7KzUK79nzx4qKirYu3cvISEhW9qnzOcfWSDLyDxDMjIyaGhooKOjg8nJSXJzc6mrq+Nv/uZv+K//9b9iMBgQRZGxsTEuXbrE1NQUe/bsISsrC51OhyiKVFZWYjAYJHHsdDqlnkur1Up8fDyjo6MkJCRI+42KilpVvUxJSWFqakpyHlAoFMTFxaHX6xkaGpKstGQ2hl6v5/Tp05w7d47s7GyamprweDzs2LFDcjfxLo37+/ujVqvZtWsXKpUKHx8fBEGgtbWVK1euSCLus0v+3j7jsLAwOjo6sNlsaDQaurq6NiQmP0tg+0hTAAAgAElEQVR/fz9utxuLxcLExAQ6ne6xw15TU1NUVlaSlJQkbWs2m5mcnJQEXHJyMlevXuXcuXN4PB40Gg1KpZKFhQWSk5NxOByUl5dL7QOwUg0fGhra1PnExMTQ09NDdXU1+/bte2SV9X6vaIvFQmFh4Yb39yzIysqiqqpqlUBuamri1Vdf5cKFC5L4fJoVZlEUpcG6wMBAaUj4fgwGAyUlJRw6dIi/+qu/wmazMTk5SWdnJ2+99da2iNQ7d+5QWlpKREQEv/u7vyv9XK1Wk5eXx5kzZ4iNjcVkMknzIefPn2d5eXlNqJPMlwtZIMvIPEMMBgPvvPMO09PT9PT0UFpaKgmj733ve+Tl5TE+Pr6qylFbW0tFRQUlJSV0d3czPDy8yh90dHQUt9vN9PQ0YWFhDAwMPDYmV6lUrkmVEgSB9PR00tPTmZiY4NatW2RlZclm+hskLS2NgIAAPvjgA5RKJUePHkWj0aBWq+no6JAEstls5u7du6hUqlXCoKCggNTUVElsfPTRRzidTjQajbSNRqNBFEWMRiMtLS3Y7Xb8/f23ZBnY1tZGeno6Op2O8fFxDAbDAwXDvXv36O3tRa1W43a7iY+PX2WZNjc3h0KhYH5+noyMDLRaLYcPH2Z6ehq9Xs/w8DAul4udO3dKQ1nenmsv3rjizYaW7Nu3j2vXrvHJJ58QHR1NXFwcRqNx1T5mZ2cZGxvjhRdeYHl5mYmJiU31Tj8LkpOTOXv2LDabDR8fH2pra5mfn2dqagqlUsnU1BSXLl3ipZdeemrH5A2ZSUhI4Pr164yNjfHKK688cFun04koirS3t7O0tMRbb721qVmMz3L58mUqKirQ6/V861vfWvP5SUtLY8eOHUxMTPDKK68wPj5OVVUVCoWCCxcuEB8fv2HPcpkvDrJAlpF5xqhUKkJDQwkNDaWuro7x8XFgxS5sZmYGg8GAy+XCaDSSkZHBpUuXMJlMnD17lqioKPbv37+qMhQbG4tCoeDu3bscO3aMgoKCLS9RmkwmRFHkf//v//3/s/fewXGd573/52wBFovee+8gKkESBAtIiwC7RMuSLIlyIjfRGcvJTJxk7JSZzGTyR37zS5tcO6NQsaUosq51r22RkiiKFSwgAQIgSBAgOokOLMousCiL7ef+Ae8JIRSikgR5PjOcIbCnvAd79uzzPu/zfL+kpqZy5MiRVZNdehaIjIwkLCxMkr6CaTOOyclJfvvb35KdnU1gYCB2ux29Xj8rc/ZguY2npyf9/f0zsoVBQUF0d3cTFBSE1WplbGyMvLy8Zb/v5eXlWK1WoqKi8PDwYNeuXVKQ82CzVF9fH11dXSQlJREXF4dGo5kRuMN0remlS5dmXIenp6cU9M6lzvFg4Gq1WqmurkYQhGVnQFUqFSUlJQwODtLU1ERZWRkqlYq4uDipjKKsrIy4uDhCQkJoa2sjISFhTV0AVxN3d3d27dpFWVmZtAL0k5/8hMrKSkJDQ0lLS+P8+fNs2rSJ0NDQRzKm/v5+qek4Ojqas2fPUlJSMqcahVarpaCggKmpKfbv378qdd9Go5Hr16+TmZnJ17/+9TknV3a7nYSEBHp6evjoo4+kMozc3Fxqa2sZHByUA+RnGDlAlpF5gvj2t7/N559/jtVqxWw2o9PpCAgIYGBggD/7sz/Dy8uLM2fOIIoiTqeTTZs2zXmc6Ohobt++jclkWpWMrys4ccmW/cd//Aff+973HmuH/Hpjw4YN1NbWSk13ra2tUpa+sbERlUqFh4fHDLOEr+K6L74aZHh5ec1QtgCWHRxbrVYGBgbYs2ePNAny9/cnNjaWmpoaSQnCbDZjMpnIyckhLi5u3hrXwMBADh06RHl5OWfPnuXgwYNLCnRbW1slrd+vBt9LxTURdZmm3L9/n5aWFsmuOjc3F6fTyf3793n55ZdXdK5Hzfbt2xEEgVu3bvHqq6+i0WiYmJjAw8MDNzc3EhMTuXr16iO7LpcCRHl5OYWFhQQFBdHR0UFGRsac2xcXF6/q+b29vXn77bcXLNP45JNP0Ov1xMXF0draKpVYwPRnaina3zJPHytLK8nIyKwqGo2Gl19+maNHj/IHf/AHJCQk0NvbCyA1zRUVFTE8PDyj4WQuBEHg7t27NDc3U1dXR1dX14okq4xGIykpKeTn5xMREcFvfvObJ1oC60lj06ZNaLVaysvLpdKYAwcOEBUVhc1mY2pq6qEZy87OTjw8PGbVAo+NjUlSb8sJkEdHRykrK6Onp4dbt24RGBg4a/Kj0+lwOp0olUrUajUJCQns3buX+Pj4hzaAaTQavva1r6FSqaioqJCsrxdDfHw8eXl59Pb2Sp+FlaJQKEhISJBcCb29vdm5cycA3d3d+Pn5zWu+8SSzbdu2GUGhn5+fZDwUFhZGT0/PIxtLVFQUf/Znf8bhw4epqKggMDCQa9euPbJm3/7+/gVLclwW46Ojo+j1esLDw+nu7sbpdHLz5k0MBgNjY2OPZKwyTyZygCwj84SiVqt56aWX+MEPfsBPf/pT6Utv9+7dZGRkPLQes7i4GLvdTm9vLyMjI9TW1lJfX4/D4UAUxSVpvJ45cwan0yktfbq65n/1q19JGrUyC6NSqTh69CiZmZk0Njbi5eWFRqPBy8uLI0eOEBAQ8NDl3MHBwVm14jDdBDU5OYlSqcRisWC325mammJ8fPyhzoyNjY1cvnwZlUpFdXU1AwMDpKWlzdimu7sbi8XC/v37KSoqorCwcIYyymIpLi7GZDJJ8nOLQavVkpCQQFZWFlVVVZIu80pxOp1cv34dm83Gc889J9lrNzc3s3v37lU5x+MmKCgIg8EgqdM8audALy8vMjIyCAoKoqmpif7+fv7pn/6JEydOrKmMWmtrKx9++CHvvvvuvJMqrVZLZmYmb775Jn/8x3+Mh4eHtFrX0dGBwWCQG5OfcYQnKQO0adMmsbq6+nEPQ0bmiaerq4tPP/10SV/kY2NjksyW63MfExPD5s2bH7rfuXPnKCkpmRHAOZ1OampqMBgM5OXlYTKZMBgMuLu7ExYWRmpq6iOrd1xvTE1N8cEHH6BSqcjJyUGj0XD79m3a29tJS0ub0eT2IOfPnycsLIzMzMwZv5+cnOTLL7/Ew8ND0pKFaQe6qakpsrKy5nSeMxqNXLx4kby8POLi4rBarSiVylmTr88//5y0tLRVWW52Op18/vnnZGRkkJiYuCT5sfb2du7evcvBgwdXVFcviiIVFRWMjo5SUlIilXy4VEC+9a1vLfvYTxJOp5Pjx49jMpmw2Wy8+OKLj8VCeXJykn/8x3+UzF9cVudvvfXWqjf9Dg4O8sEHH5CXl4fRaGRkZIQXXnjhoQosd+7c4ezZsyQmJnLnzh2SkpL45je/+cTrYMusDEEQboqiOGetolyDLCOzDhkaGsLd3X1J+/j4+HDgwAEUCgUKhYLz588vqgnJ1XjV0tJCZGSkpDSgUCiIiYmhr6+PwcFBrFYroaGhmEwmLl++zKVLlwgODubgwYOLsgV+lvDw8OB73/sely5d4uLFi2zevJnc3FyCg4OpqamRAmSbzcbExARTU1MolUoSEhJobGyUAmS9Xk9TUxMjIyOkpqayYcMGUlJSZtwbw8PDvPfee3h7e89yBrt16xaxsbGSMc18Nb52u33BbJprwjVfsPugA+DAwACRkZHU19czNDREYWHh4v5oTC/b3759m8uXL89qTl0soihKS+gPBscmk4nW1lbeeuutJR/zSUWhUPD6668zNjZGRETEslVAHsbIyAgff/wxbm5u+Pn5ERAQQGZmprTq5WrK3LBhA62trcTHx2OxWPj1r3/Nm2++uSoaza5Jz+XLl8nOziY0NJSAgABsNhvvv/8+Pj4+vPnmm/MG5NnZ2fj6+lJaWkpCQgJHjx6VraafceQAWUZmHRIYGLis0gZXAOR0OpmYmFhURtDNzY2CggKuXbtGZ2cn+/fvx9PTE51OR3l5OTExMTNk5iorKwkKCmL79u309/fz8ccfs3v37nWjKfuoUKlUFBcXEx8fL2mxuhrguru76erqYnh4GD8/P3x8fLBarfT19aFQKKisrGRqaoqpqSn27NlDZmbmvJmuoKAgduzYwZ07dySXPavVytDQEKOjo2zcuPGhY1UqlUxOTs5ZUjE2NkZ5eTkWi4XExERSUlKksbS3t2OxWLh//75UQ+/p6YkoiiiVSgYGBujp6SEsLAy73c7k5OS88l42m42rV6+i1WoxGo0MDQ0RFBS0qAyf1Wrlxo0bDA0NIYoi7u7uFBcXz/g8VFVVsW3btqfOXtjX13fNSytUKhXDw8NkZmaiVCrp6+ujurqa733ve5IDXmRkJJOTkzz33HPAdEB7+fJlGhsb523cWyw2m43f/e53NDU1IQiCVD+uVqtJS0ujra2N0dHRh646xMbG8u1vf3tFY5F5epADZBmZdYjD4ZCc1pbDfPV/TU1N2O12QkJC0Gg09Pb20t/fj9FoJDg4GIPBQH19PQUFBfT19eHn50d+fv6s46jVahQKBZGRkfj6+nL69GmGh4c5ePDgssf8tJKYmMixY8e4cuUKt27dQqFQMDAwwLZt20hPT5+RJRVFkcnJSVpbW/Hx8SEuLm5RWcEtW7bQ3NxMaWkpdrsds9lMWFgYarUavV7/0Npnb29v7t69O6ukRxRFrl27hr+/PzExMdTX10tj8/X1pbu7Gy8vL5KTk4mNjWVycnKGZXBnZydVVVUzMtA7d+6cpTzgqlt2Op2UlJRw+/ZtyfkxLS2N1NRUKfhxZYJVKhXBwcE0NTUxOjqKt7c3Bw8exM3NbVagVF9fj6+v7yx3P5nF4e3tzaFDh7hw4QI7d+4kPj4eT09PPvjgA/7wD/8Qf39/CgsL+eKLL6T6dkEQCA4OZnBwcMUB8qeffkpTUxMwnTX/4osvgGn5O9eK2Q9/+MMVq6DIPFvIAbKMzDpErVYzMjLC1NTUsvSIXZJiLS0tM7K/Op0OvV5PR0cHVqsVPz8/QkJC2LFjB25ublLNsWsMFosFk8k0I7OYmppKaWkp4+PjeHt7Y7FYUCqV3Lp1i7y8PKlEQ+Z/8PPz44UXXmD//v04HI5531NBEPDy8iIvL29Jx1cqlbzxxhv09fWhUqmIiIhAEAT6+/v54IMPsFgssxrzHqSoqIhPP/2U4eFhAgICKCsrY3x8HDc3N8xmM1u3bgUgIiICvV7P0NCQ1Oz34HG/GqDExsYSGhqKzWbD09OT5uZmysrKEEURT09P6T6H6cyzy05748aNbNy4Eb1eT0VFBV1dXfj7++Pn50dDQwO+vr6YzWba2trw9vaWLKvn4t69ewwPD/PWW2/JS+orIC8vD6vVypUrV8jPzycxMRFRFPnFL37Bq6++SlhYGBMTEwwMDEi9CVardcU1yFVVVXR1dZGQkIBCoWBwcBBfX1+ioqK4e/cuoijyp3/6p7LBkcySkQNkGZl1hsPhoLy8nJSUlBWbdbiCDxfp6encvHmTgwcPzpAMczE0NCQFPBs2bKC3t5fLly9z4MABaRvXErpr6dtV5+rm5kZ9fb0cIC/AWma41Gr1rFrw8PBw3n77bX72s59JRh9zoVAoSElJoaysTDL4yM/Pp6Ojg4mJiRnbBgYGEhgYuGDA/SAajUY6b3p6OmazmZ6eHmJjY7HZbBQUFEhZ35MnT2I0GqWSgcDAQA4cOEBTUxNGo5Guri6Sk5PJyMjgxo0bjI+PS0v6c9HX10dLSwvf//73ZeObVaCgoICAgAB+97vfUVRURFJSEp6envzv//2/ef7553nllVf4zW9+w/79+xEEAa1Wy+jo6JLP09/fT0NDA/39/fT397Nz5068vLwYGhri/v377Ny5E41GQ21tLV//+tfl4FhmWcgBsozMOmJkZITjx4/j7e3N9u3bl30cp9OJxWKRgllX5syV8T116hR5eXmzGrOcTqdU2qFQKCguLubUqVP09vZKhgtGoxFBELh//z5eXl5S3aHRaKSmpobi4mI5U/cE4eHhgd1ul2yuLRYL7u7uiKKIxWLBy8sLDw8PkpKS0Ol0GI1GSkpK8PLyoqenZ0bJxGqgUqnQaDQkJSXNKh+JiIjg7t27Ui01TN+HX12id9VrHz58eM5ziKLIvXv3aG1t5fXXX1/1a3iWSU5OZufOndy8eZOtW7cSHh6ORqPh008/5aWXXsLHx4eKigqpKbW8vJzc3NwZDo0LMT4+zvvvv09CQgLBwcGkpaWh0WgQRZGqqipSUlKkgDgzM5NTp06tuLziwWekzLPDmusgC4KwXxCEZkEQ2gRB+Olan09G5mmmtLSUoKAgioqKltyRPjk5SXNzMy0tLdy7dw+NRoPBYGB8fFzaRqvVEhAQgNlsnlMkPyoqivb2dinAbm1txW63U1FRgcFgkOyUVSoVLS0t1NTUkJWVhUKhkCyzXZrKMk8GfX19OBwO3N3dMZvNkm7u0NAQRqMRq9VKf38/p06dYnx8nJCQELy8vHA4HHR3dy+53ONh2O12xsbGZmWmYVqW0FXisxCugGauoMhsNlNZWUlfXx9vvfUWUVFRqzJumf9h69atpKWlcfHiRUZHR/H39yc/P5+TJ08yMjLC2NgYFy9exGw2k5yczNWrVxc83vDwMP/wD//AyZMn+fLLLwkJCWHDhg2EhYVJ77HBYMBut8+QSIyKisJkMi06Sy2KIl1dXTOeT5WVlfzd3/0dw8PDy/hLyKxn1jSDLAiCEvg5UAL0AFWCIHwqimLDWp5XRuZpQxRFOjs7aW5uRhAEJiYmFiXR9iD9/f3U19fj6emJm5sbGo2Gqakp2tvbycnJobu7m/v372MwGNi7d++cNtLJycl0d3dz6tQprFYrnp6eZGdnS/q5Cy2rC4LA9u3buXLlClu2bHnq1ALWK83Nzfj6+hIUFIRKpcJkMlFQUMDk5CRnz55Fp9MRFhbG9u3b0el00n03Pj6OSqVaVYWE7u5uOjs72bFjx5zH7evrW/J9/9Xj19XVsXHjRnbv3r0smTiZh+NaXfLx8eH27dts27aNsLAwwsLCEEWRtrY2WltbuXPnjlTHvhAfffQRoijS2NhIbGwssbGx3Llzh7a2NhQKBf7+/hiNRgIDA2eUhQmCQGJiIh999BFvvPEGwcHBjIyMcObMGWJiYoiNjcXb21vqpzhz5gxNTU28/vrrkl50TU0N3t7eHD9+nLfffvuRm63IPD7W+umwBWgTRfE+gCAIvwaOAHKALCOzBH7zm9/Q3d1NdnY2er2eM2fOEBsbS2JiIsCilohdpREqlUqqy6yurqajo4Pe3l6sVivx8fEUFBTMW7On0WjYv38/HR0d+Pv7L3lp2iW1tFQHNpm1w2q1YjabaW5uBpihXbtv3z7q6+sZHx/H3d19Rg3z1NTUqgeY9fX1kobtV+nv76enp4c9e/Y89DhfXQ53Op2S7vK3vvUt2SHtEbFx40ZKS0uZnJyUatcFQSA5ORmr1crU1NRDG3fNZjMTExMUFhZSXl5OW1sb7e3tqFQq9u7di91up6uri9TU1Fkuk2NjY3R1dTE1NcXVq1fZsWMH7733HkFBQVRUVHDu3DlpW5VKJel9u56rABMTExQUFFBTU4PJZJID5GeItQ6QI4HuB37uAQrW+JwyMk8VDoeDnp4e8vPzCQwMJDY2lpiYGKqrq+nq6gKmg5qHOdd1d3cTGBg4o15z06ZNZGRkMDIyQmBg4KKaWRQKBQkJCcu6jurqajZu3EhXVxeenp6EhYWtmXmBzOIwGAzk5OTMqfKg1WoZHh4mNTV11mt2u33Vx2KxWOYMllw6xRkZGUvOIIuiSHV1NUqlkmPHjsnNeI8QlUpFeno6zc3N5OXlzZi4pKWlUVtby7lz5/ijP/qjeY/hWp1ymQ45nc5ZpTN+fn5z7tva2sqWLVvYuXMnCoWCn/3sZ5jNZsbHx/Hy8sLPzw9BENDr9ZjNZuLj43n55ZdnPJMiIyO5ePEiarV6RasXMuuPtQ6Q56pqn+FtLQjCMeAYIIl7y8jI/A/19fVotdoZBgpBQUHs378fmM5wXLhwgWvXrpGYmEhOTs6cx/H390en083SmNVqtY8ko6tUKtm8eTMDAwP09vYyMjJCTk4O7u7uxMXFER0dLQfLj5ixsTG6u7tnSP19ldDQUO7duzcjqwbTdaFzleEsl76+PgRBmNMh0qX7nZycvKRjiqLInTt3AHjjjTfkkorHQElJCR9++CG3b98mNzdXCpKVSiVxcXEMDw8vOGnx9vbG4XAsS9LSZrMRFhaGQqFgcnISvV5PeHg4x44dQxRFRkdHJWnLLVu2zFmznpSUREtLC9/85jel+10URcbHx9HpdFRUVDA+Pk5CQgKJiYkkJyfLDX1PCWv9tOgBHkxLRAF9D24giuJx4DjApk2bZgTPMjLPOkajkbNnz5KVlTXvNl5eXvj7+6PRaOjo6ACmbVO/+pDeuHEjp06dQqfTPbYl5sjISCIjIwGoq6ujsrKSuLg46uvrmZiYICMjg7y8PKKiouQvmUdAXV0dERERC7rRbdiwgdOnT0s/u2pBOzs7l2QT/TD6+/tRqVSUlpZiNptRKBSIoojD4cBut0u1qy6924VQKpUIgsCtW7cYGxvj+9//vhwcPyY8PDx48803eeeddxgYGJihVuFwOLDZbPzmN7/hxRdfnDNAFQSB/Px87t69S35+/qKeC65mO71eLwW1jY2NhISEYDKZOHHihKS646p/zs3NnfP8Gzdu5OzZs/T19UnOo+fPn6e8vJzQ0FBCQkKIjY1leHiYzz//nAMHDsxoFJRZv6z1E6MKSBYEIR7oBV4Djq7xOWVknhqUSiUOh0MKKueiv78fg8HAvn37SElJ4erVq/j4+BAfHz9jO0EQUKlU2Gy2tR72ooiOjiY8PFzKaJtMJrq7u/ntb3+Lr68vf/AHfyAHNWtMQkIC165dw2q1zgoOXI2gSqUSURQlXey2tjba2trYvXv3vEvby0Gn0+F0OiUDEtdKiLu7O25ubhgMBu7evUtra6skCzZfsKRUKomPj6e9vZ1XX31V1sF9zLi5uVFcXMz58+cJDQ2V3rfg4GCKi4spLS3l/v378zb57tq1iw8++ICampo5nTu/il6vp6mpiTfffFMKyNva2oiNjSUkJIRbt24RGRmJwWAgJiaG4uLiecsnlEolf/3Xfz3jdwUFBbS0tKDX6wkKCpK0vwE6OjpmBMg9PT1UVFRgtVoJDg5m06ZNsqzgOmFNv31EUbQLgvAj4AygBH4piuLdtTynjMzThNlsxmKxcPv2bcLDw2dphfb09FBdXU1ubi4eHh54eHiQlZVFbW2t5Fql0WhQKBRs2LCBqakpgoODH9PVzOSrwZVWqyU1NVUK8k+cOEFoaCj+/v4kJCTIjX1rQHh4OOnp6dy5c0fKzlksFjo7O6mrqyMpKQmn0yndQ3a7nYaGBgoKClY1ODaZTFgsFjZs2EB3d7fULPUg3t7eREdH09TURFVVFT4+PuTl5c1qmnJlmnU6Hd/4xjeWXJYhszakp6dz/fp17t+/P6Ncx93dnYyMDM6ePcvg4CBbtmyZNaHRaDS8+OKLfPjhh4s6l8VikVQzYLrUoqenh23btqHRaNiyZQsVFRWEh4fz0ksvLXm1ysfHh7fffhuj0ch//Md/UF9fD0yv5rnUeRwOB7/97W/p6uoiKSkJb29vhoeHOX78OPHx8aSmphIREUFQUNCyV8scDgf9/f1ERkbKK25rwJqnZ0RR/AL4Yq3PIyPzNOLv78/mzZupqqrCarVKMklNTU20t7djs9nIz8+f0WAVFxeH2WyWLF3tdjsTExOcP39ecq96knFluhsaGrBarTQ1NfHpp58SEBBAQEAADocDhUJBYWGh3LewCuzbt493332XtrY2kpOTKS0txel0Eh0djV6vx+l0Slm7gYEB1Gr1ok0dFkt7ezswvQzucDjmVTVwmYKkpKRw8+ZNSktLiYyMJDc3VyoT6e3tpaOjg6NHj8qujU8QgiBw5MgRfvnLXxIUFDRjYuN6frW0tNDd3c0bb7wxa38fHx8mJydpampCEARCQkLw8fHBaDTi5+c3o+zGZDLNqI+/efMmvr6++Pj4SPJwRUVFVFZW0tvbO0sL2+l00t/fj81mIzIykmvXrtHc3Iwoivj6+pKUlEReXh7u7u5Ss6qPjw+hoaF0dnZSX19PR0eHZKrj6q2IjIwkLS2Nzs5OampqOHHiBL6+vmzdupWcnJwl11hfu3aN0tJSAN566y1ZnWWVkdcvZWSeYJRKJZGRkdTU1EjqE62trbS1tZGZmUlsbOyc9ZhpaWkzlitdckbrpYP/Qac0mP7CcnWaKxQKLBYL/+f//B+ioqLYv3//qmYznzXc3Nw4evQo7733HgqFAi8vL6xWK1u2bJm1rcPhWJNGyvj4eJqamsjKymJ4eHiGec1cqFQqSau5tLSUzs5OkpKSpNpTl4ObzJOFS4niyy+/pKioaIb0W0xMDKGhoXz55ZdzOte5u7vzwgsvoNPpsNlsXLt2DVEUpWyzn58fmZmZOJ1OWlpaOHTokLRvZGQkV65coaOjg+7ubkRRRKvVEhMTQ21t7awAuaenh/feew+YduNraGiQzEMGBgZoaWnBaDSyZ88e9uzZw8WLF9m4cSNGo5GCggIuXryI3W7na1/72qzPi1qtlmqZe3p6SEtLo7GxkdLSUqKiokhPTyc1NXVRDbDbtm3Dx8eHkydP8u6773LkyBFyc3OX8pbILIAcIMvIPMHU1tZy4sQJYPoLwmq10tDQwPbt2xddKuFwOCRXsoWasZ5kFArFrOuNjY2ltbWVd999l9dff112RFsB/v7+fOc73+H48eM4HI45g+PR0dE5g4nVQKvV4ubmxtTUFDqdjt27dy9qP09PTxISEqivr0cQBAICAjCZTHOOX+bJICsri7GxMaqqqti+ffuMZ9LY2Ib5FsoAACAASURBVBjBwcHzlgtkZ2eTnZ0NQH5+Pt7e3mi1Wnp6eqitraW0tBSbzYbdbicuLk7aLzo6muLiYq5fv467uzvBwcFUVFSQnJxMY2Mju3fvloJ11/bbt2+XtOd3797N1NQUGo0Gk8nEuXPnaG1tpbi4mIKCAm7fvk15eTleXl44nU6ys7Px8/NbVA9FQEAAUVFR2Gw2dDoddXV1nD9/nq1bt1JUVLRgQ6pKpSIrK4vBwUGqqqo4efIk3t7esxRnZJaHIIpPjnDEpk2bxOrq6sc9DBmZJ4Z/+Zd/wdvbm76+PhQKBREREej1eg4cOPDQfScmJrhz5w4DAwOSCH5mZuZTV5PZ399PTU0Ne/fuJSsrS27sWwF9fX188MEHaLVaRkZGCAgIwGAwEBkZycDAAHFxcfPKCK6Uzz77TMpcz6XJ/LBx37x5E6vVyp49e9ixY8eajFFmdRBFkc8//5zm5mays7Ol0gBX2dg3vvGNJR/T4XBw79494uPjsdvts1bLRkZGePfdd9Fqtbz44ot8/PHHeHp6otPpiIuL480331z29RiNRoaHh6XJ2pkzZ7DZbAQEBJCQkDBvQ+knn3zCvn37ZpW9TU1NUV1djb+/P6+88sqcqzZ2ux2FQsHExAT/8i//glqtxmazsXv3bnbt2jVnFl5mNoIg3BRFcdNcr8nfJDIyTzDu7u7ExMSwdetW6uvr6e3tnVV+MBednZ3cunWLoKAgSkpKnmqB+/DwcLZt28aNGzc4ffo0Go2GnJycRTmuycwkIiKC5557TpJ1s1qtZGdn09bWRnx8vJS9WwvCw8OxWq1LDo5hetwWiwW9Xs/27dvXYHQyq4kgCDz//PNkZmZy8uRJRkZGyMjIwOl0LnuVS6lUSvbQcx3j/v37BAQEYLFYsNvtHDhwgPPnz0vNcyvB19dXqqn29/fnxz/+MRaLhdbWVq5fv05dXR2pqakznChdzJWk9PDwYNu2bVy9epW7d+9Kn7vx8XH6+vrw9/fnvffeIzY2Fp1Oh6+vL2azmUOHDpGdnY3D4eDv//7veeONN6RyDpmlIwfIMjJPMDk5OTQ1NREREUFmZiaZmZkP3cfVxJeSkjLDNe9pxt/fnx07dki2yWVlZeTm5s4wV5FZHJs3b+b06dNSs2R7eztKpRKdTodOp0OhULB58+ZVt9xVq9VMTU0te/++vj527twpZ83WEfHx8bz11lu8//77lJeXYzab0Wg0nDlzBk9PT3JyclbNjCYkJASDwYC7uzteXl7Exsbi5ubGqVOn2Lp166qco6Ojg//6r//ipZdeIjMzk+zsbLKysuju7ubjjz/G19d3Rr+EIAhzBsjwPwH/mTNnKC8vJy8vj7GxMa5duwZMK3v09vYyMTGBt7c3xcXFbNo0nQh1HfNXv/oVf/InfyLLyi0TOUCWkXmCGR0dxWg0YjAYJPmghzExMYHJZJpXU/Rpxs3NDTc3N8n9TQ6Ql44gCMTGxtLV1UVUVBQeHh4zvsS7u7upq6tb9TIGVw3ycrFYLFIjlcz6wdPTk+9+97u0trZy69YtJicnmZiYYHBwkLKyMpKTk9m7dy9arRa73U5paSnh4eHEx8fj4+Oz6PNER0fzF3/xFzMmUImJifzJn/zJql1LQ0MDMNOG3dWAWFRUxN27d2fVxy9U5hoREUFYWBgdHR1cvHiRgoICdu3axa1bt7DZbNhsNjZv3kxJScmMrLkgCJSUlHDu3DmOHz/O4cOHiY6OXtLfS0YOkGVknmgOHjxIbGwsX3zxBdnZ2Q9tkHI6nVy5cgWtVvtQt7GnmeDgYNra2uRmrWVy6NAhfvnLXxIdHT2rPtLLy4uysjLsdrtU793b28vdu3cZHx8nICCAmJgYoqOj53Qmmw+XsUd5efmyHPoyMjL47LPP0Gq1JCQkLHl/mceHh4cHCQkJnDhxAo1GQ1paGqmpqWRkZFBdXc3PfvYzbDYbgiAQHBxMX18fp0+fxtvbm29/+9szGuwWYq1XF4KCgvDw8JizFCktLY1Lly4tuTZYoVDQ3d2Nn58fAQEB5OTksGvXLsbGxvDw8Jj3M7Z161Z6e3tpaGigrKwMnU7Hiy++SGpqKgqFYt02bD9K5ABZRuYJRhAEMjMzCQwM5L/+678ICwtbsAmtt7cXs9nMSy+99AhH+eTh4+NDW1vb4x7GuiU4OJiUlBR6e3tnNXUGBgbi7+/PtWvX2LJlC319fdy9e1fKNo+NjVFfX4/RaGTjxo2LPqdGo6GoqIhz585JS+1LISQkBKVSuWpL8jKPFi8vL/7yL/+SpqYmPvvsMzw9PfH398fHxwcvLy98fX0JCQnBw8NDKk2ora3lww8/JDo6moCAADIyMh5rlnTLli3zyiOePHlSckZ1PcMFQZix6iGKIgaDgb6+PtRqNZGRkXh7exMREUF/f7+UIBEE4aElTgqFgpdffhmbzYbT6eTf//3f+eyzz6ioqKC/v59Dhw6xcePGZzqR8jDkAFlGZh0QHh5OQkICdXV15OXlzbudn58fSqVyWQHG08TIyIgsmr9C0tPTuXTp0pyqJ5s3b+b8+fOcPn0arVaLt7c3eXl5Umasrq6OoaGhRZ9Lr9dz//59JicnAbhy5Qp79+5d0ngdDodk5yuzPlGr1WRlZbFhwwYGBgbo6urCbDbj5uYmuTu6DD88PDzQarUYjUY6OzsZGhri0qVLpKenc/DgQWC6Ma+srIzg4GDS0tIIDQ2lrq6OqakpUlNTGRsb48yZMxw5ckRqZhNFkaGhIYaHhxkaGiIgIICsrKwVXdetW7fQ6XQkJSVx9epVPD09Z60GiqJIeXk5U1NTZGdnYzKZKCsrIyIiguzsbJRKJf/5n//JsWPHFl1TLAiClGH+8Y9/DEyX7f3bv/0bp06d4saNG+zatQs3NzepwVHmf5ADZBmZdcKRI0f4+c9/vmA9sre3N5GRkZSWlrJv375nNjug1+tX/KX2rOPKBs/32qFDhxAEYc7lYk9PT/r7+xd1HrvdztWrVwkLCyMkJITw8HDa2tr4/PPP8fHxIScnZ9ENgUqlEqPRuOoNhDKPFoVCQXh4+Ayzl8LCQqxWK729vQwMDDA+Po7ZbCYuLo7e3l50Oh2iKDI2NobNZuPjjz+mq6sLQRDo6enh1q1bbNy4kZqaGgCuX78uHduVTOjr6+Pjjz+Wmn1h2mRkpc8StVotlf187Wtfw+FwcP78eex2O2azWSoR0el0/OQnP8Hd3R2A4uJi/tf/+l9ERkaSkJCA1Wrl1KlTlJSUEBoauqyx+Pn58Td/8zdUV1dz5coVSktLMRgM/PSnP5XOKzONHCDLyKwT3N3d2b59O3V1dQt2XWdlZUnZgYKCAhQKBY2Njfj7+y9oEfxgTel6xmAwMDg4+NTpPT9qmpubF6x5X2jyZbPZFu2419/fj0KhoKCgQAq2U1JSGBwcpKenhwsXLiCKItHR0QvWlKvVauLj47ly5QrPP//8os4ts75wc3MjPj6e+Pj4Wa+NjIyg0Wgk/WMPDw9iYmKIiooiJCSEwcFBdDod6enphISEIAgC4eHhhIWF4e3tzUcffUR3d7cUGCcnJ1NQULAq9ew5OTmz9MNjYmL4xS9+QU1NDVarFaVSOcsZ1d3dneeff56TJ09SUFBAcnIylZWVvPPOO7z66qukpqYuq65aoVAQFBSE1WolKioKg8HARx99xHe+850VX+vTxPr/NpSReYbYuHEjV65cWTBL5lqmvHfvHufOnUMURSYnJ6WO6Adpa2ujubkZm82Gw+GgpKRkXXc6j46OUlFRwQsvvLCur+NJYMOGDfz6178mKytryV/C4eHhNDY2Mjo6+lAb8MjISKqqqrDb7VLjkCAIhIaGEhoaikajoampCZ1OR3NzM6mpqfMeKzExkfPnz1NYWEhQUNCSxiyzvvlq2cFrr70m/d9isVBZWUlfXx8wfX+98sor0us1NTV0dHQQGhqKIAi8+uqri278W8l4//zP/xyYnlBOTk7O+VlJTU3lyJEjnDhxgqSkJJKSklCpVHz88cds3LiRkpKSZZXTKRQKbDYbzc3NpKen093dveJretp4NtdfZWTWKWq1mq1bt9LS0jLvNi79zKKiIuLj40lMTCQsLAy1Wi3JD+l0Ok6fPk1DQwPZ2dns27cPYF3XLY+OjnL9+nUOHTr0TErcrTaRkZH4+vouq9nRx8cHlUqFxWJheHgYvV4/rwSb0WhEqVTO21W/YcMGFAqFpHKxEA6HA7vdzs9//vMF5bNkni3c3d35/ve/z6uvvkp8fPysEjXX5CwkJIRvfetbax4cfxWDwYDBYJj39dTUVL7zne+gVCq5d+8eer0emA7sr169uqxzxsXF8Vd/9Vf86Ec/IigoiImJCf793/8dh8OxrOM9jcgZZBmZdUZBQQE3btx4aHbO09NTarwYHR2lp6eHrq4uSWZow4YNJCUlSUvhbm5ujI6OEhIS8kiuYzUxm81cv36dw4cPPzPmKI+CvXv3cuLEiWWVq1gsFsrKyiQLXJiWwUpISJjhlqfX62dJyT3I4OCgtPx87949uru7pUYtgK6uLtrb2zGbzZhMJmJjY+no6MBqtco1lTISgiCQlpY25+R5PvWJh6HX6/nv//5vkpKSKCwsXJbuusPh4P3330cQBP70T/903oliSEgIX//616Wf29vbGR0dXVEyQK1WExgYSFFRETqdjq6uLiwWy4Kfx2cJOUCWkVlnuLm5UVRUxO3btxdlOw2Qn59PcnIy/f39tLe3zxKWh+kvkK6urnUZIDc2NpKdnS0Hx6uMQqFYdqPn4cOHUSgUqFQqPvvsM0JDQ9Fqtdy8eZP79+9jMpnQarVSqZDT6ZzzXP39/fj7+6NWq3E4HNTX12OxWBAEAYfDgSAIJCUl4enpSWRkJO7u7nR0dCyrnl4URUwm0yPPIMqsT0RRxGg0cvPmTckEJDw8nNDQUCwWC319fURGRi7YUNfT04OHhwcOh4P79+8vWEL0IHPVYS8XlUrF0aNHV+14TwtygCwjsw7Jz8/n+vXr6HS6BRvvXCgUCvz8/PD29qatrY3u7u5ZzSdFRUVcvXqVc+fOERISQmRk5Lqo43Q137z88suPeyhPHTU1Ncu2qX0we6vRaPD19ZWktgYHBwkLC6OpqQm9Xo8oinzyySeEh4fPmvT5+/vT29tLS0sLQUFB7Nq1S1Ir0Gg0uLm5zaqRdnd3x2QyLVkT+fr161y+fJkf/OAHsgujzLzo9Xo+++wzRkdH8fDwIDAwkPT0dDo6OmhqasJoNKJSqVCpVExNTfHjH/943tWMqqoqoqKiEEWRGzduLDpAlll75ABZRmYdolQqOXz4MCdPniQoKGjR2TKlUomXlxdGo3HWaz4+PhQXF9Pa2sro6KikH5qRkbHsIGmt6e3t5fbt27z66qtS97rM6lBRUcH9+/fZtWvXkvcdGxvj5s2bUh3w+Pi4FKyGhIRIqxQpKSnodDpu3LiBh4fHnPdla2srwcHBeHh4SNrKDzNK8PT0ZGxsbMkBckNDAyEhIZw4cYLvfe97S9pX5tnAarXywQcfEBsbS0pKCiqVSipJcDno2e12FAoFAwMD3LlzZ0FFl4GBAeLj4wkPD+fixYt0dXURExPzSK5FZmHkJj0ZmXVKUlISERERCzbszcX4+DhxcXFzvubu7k5mZiY7duyQBOQvX77MqVOnuHLlClardRVGvjrY7Xaqq6s5cuTIvNcjszxGRka4fPkyhYWFy7KknZycZHJykqioKCIjI8nOzp5zmdkltZWVlYXD4Zg1EbPb7YyPj5OWlkZ0dDRGo5G2traHNuAplUqpIXUxGI1Grly5wujoKLm5uRgMhiUZncg8nUxOTs565pWXlzM2NkZycjI+Pj5z1uuqVCq6urq4fv06L7300rwJDKfTyejoKBEREVKT4MDAwJpci8zSkTPIMjLrmPDw8Id29n8Vh8OxqOYlf39/Nm/eTHp6OiaTidu3b9PY2DhLz/NxYTQaCQwMlBUr1oBbt24RHR297Fpcp9OJSqVatDtXYmIiiYmJM/bv7u6mo6MDhUJBaWkpCQkJJCUl0dDQgEqlWnBSpFAolhQgd3V1UVpayu7du9FoNAQFBdHf3y+78j2j1NbWcv78eSwWC25ubhw6dIj09HQGBwepqKhg7969D5U+HB0dZcuWLQvepy5lF9ex3Nzc6O7uZmJigm3btslNpo8ZOUCWkVnH5OfnU1FRwfDw8KLqhV3yQC770cXg5eWFl5cXUVFR9PT0LHusq41CoZClvNYIlzbqcnEppSyV4eFhbt68iclkQqPREB4eTkpKCiaTiaamJkRRJDs7mzt37iwYeHh6etLb2zsj6J4PVzlRdna2VHes1Wqlz4rMs8WZM2eoqKggOjqaTZs2MTIywueff45Op6O/v18yFlkIg8FAX18f3/jGNxbczpVZttvtKJVK4uPjuXDhAt7e3nR2dvLaa689MdKb5eXlDAwM8MILLzwzDq3PxlXKyDyleHt789JLL1FZWUlTU9O8WrMudDod3t7ey+rwHxgYwGQyLXeoq45SqZTkw2RWj8nJyUUZfCzEcgJkV9ZYFEX27dvHgQMHyM3NJTw8nMTERHbu3IndbicmJkYytpnv3EajcVHZ356eHo4fP05oaChJSUnSOOx2O7du3VrS+GXWP1evXuXu3bscPnyYLVu2oFAoCAwMZNu2bfT19WG1WhclgaZSqXA6ndy+fXtBXWFRFHF3d8disQDTE7PDhw9TVFTE5OTkksvn1pKOjg5qa2vp6Oh43EN5ZMgZZKb1BGNiYhZtjSoj8ySRnJzMsWPH+Pzzz7l48SLZ2dnzSrVNTU0t2046KioKm83G1NQUSqUSlUr12DMJcgZ59bl79y7h4eErsh1f6vsyMTHBtWvXMJvN2O12bty4QWhoKGlpadI95lKt0Ol0CIIgZd2+ik6nw+l0zqkGIIoier2e7u5uqqqq0Ov1bNq0ifDw8Bn7t7W1PRW26zKLp7GxkatXr1JSUjKrtMHX13dJpWU+Pj7s3r2bO3fucO3aNXbt2sXmzZtnTRp7enpQqVQzMtKCICAIAl5eXk9Uz8emTZtoaWmhsbFxVey3XdhsNsxm85Ibah8F8hMA+OCDD0hOTpZ1AGXWLX5+fnzrW9+iqamJL774QpLU+mqnf1xcHNeuXVvWOaKiomhububLL79EFEUp0+fl5bUal7BkxsbG1oUM3XrDpTu8Enx8fDCZTIuSIRweHqayshKtVktJSQn37t3Dbrdz//592traSEpKIj09HV9fX8xmM5WVlWRkZMxZnzk0NERNTQ2vvPLKnJO3jo4Ofv3rXxMSEkJcXBz5+fmzjuO6n2UVi2eDO3fuUFVVRU9PDwEBAaumhuPl5cW2bdswGo1UVlZy7949Dhw4MGNlprW1VbK3/iqBgYG0tbWxadOmVRnPSklOTiY+Pp7q6mo2bNiw4sbo8fFxzp49S319PQB/+7d/uwqjXF3kAJnpB+GTKmMlI7MU0tLSSExMpLq6mrKyMkmf0zU7NxgMy1IlAPDw8ODw4cPA9Kz/s88+e6xZNqPRuCgNaJmlMTU1hV6vp7m5GYfDQXR0NFFRUQDSxOjBf35+frOCCj8/P3Jycrhx4waFhYUIgoAoigQEBMy4ZwYGBigvLyc+Pp6srCwUCoXk2peamio1RUVFReHj48O2bdu4d+/ejOyw0+mkp6eH9vZ2LBYLL7744rwZrrq6OhISEtiwYcO81z8wMEBUVJR8bz0D9PT0cPr0acxmM1qtlt27d6/6OXx9fdm5cyd1dXW88847pKSkSI54NTU1FBYWzrlfWFgY58+fp7W1dVlOlmvBa6+9Rk1NzYo/G5OTk3R2dlJfX49KpWLv3r2rNMLVRQ6QQXr4y8g8DajVagoLC8nPz+fatWuUl5eze/duRFGkoaGB/Pz8VTlHdHQ0X375Jfv3738sjSQTExMLBjoyy0OtVmM2m8nKykKtVnP79m16enqkpV8Xrv9brVaSkpLQaDSo1WrUajVOp5OJiQkAyW7aVR+fmJiIh4cHGo2GqqoqMjMzpfrfB1EoFISFhc0oo3hQQxmmm04rKysJDg5mz549pKSkzFv246oJdU3y5mNwcJDnnntukX8tmfVMbW2tdO8Cy2osXQxKpZLc3FyysrIoLy/nn//5n3F3d8fPz29ePW+NRkN6ejq1tbVPTIDs5ubG1q1bV3SMhoYGPvnkE+x2O2lpaXzzm99cs7/7SpEDZBmZpxQ3Nzd27drFxMQE586dkzLHfX19REdHr/j4mzdvlhpJXAL5j4qxsTH0er0sqL8GxMfHMzg4SGRkJAqFgv379y+4fXd3N21tbTgcDpxOJ1NTUwAzZNYcDgcajQZBEGhtbcXLywuLxUJSUtKcwbELp9OJw+GYs9Z4YGCA6upqXnzxxUXJyblsrxdCFEXGx8flFcVnAJvNRm9vL9HR0avyPFwMSqWSHTt2MDY2htlsfmgjqbu7uzTRfFowGAxotVqUSiVarfaJDY5BDpBlZJ5qFAoFzz//PCEhIVy7do2dO3dSVlY2b9CxVCwWy2OpQR4eHiYlJQUfH59Hfu6nndzcXOrq6qivr1/UxOfBAMPpdPLJJ59IjaK+vr4MDw/jcDgIDQ3Fbrdz5swZgoODyc3Nfeixh4aGUCqVM/SYXSshHR0dvPbaa8TGxi762kJDQ9Hr9TOa8h7EYDDg7u4u20w/A/zud79DrVYTERHxyM/t4+OzqGeXr68vd+7cYWho6KnR5C4sLJT+5k96gkMOkGVkngGSkpK4du0a/v7+aDQaysvL2bFjx6L2bWlpoa+vD7PZjM1mQxRF1Go1UVFRmM3mx/KQc7m0yaw+CoWCV199lX/9138lKSlpUbJWLlzybg8uCT/YSKlSqSgoKKCsrIzw8PA53fUeZGpqakbNvN1up66ujqmpKX70ox8t2cgkJyeH27dvzxsg9/T0kJmZ+URntWRWhsVioaqqiu7ubkpKSp5o9Spvb2/S0tL45S9/SVxcHAcOHFj3SQGlUrmqKhhriRwgy8g8A/j5+TExMYEgCAQGBkq6mw9Dp9PR0NBAcnIyvr6+eHt7IwgCg4OD3LlzB0EQHnmj3sTEBF1dXWvSUCMzjUajISMjg87OziUZhixG3i0oKIjs7GzKy8vZsmXLghm8oKAgJicnpcC7sbERURT5wz/8w2XVvXt6es6rFe5q9jtw4MCSjyvz5OJwOOjq6uLSpUuYTCaMRiNBQUHs3LnziQ6OXSQkJBATE0NLSwvvvPMOxcXF5OXlrfkkzmVYkp+fvy7+TmuBHCDLyDwDKJVKFAoFTqeTsbGxeXWSv0p9fT0pKSlkZGTM+L2Pjw9ms5nu7u61GO68OBwOKisr2b1797xZQJnVYevWrbz//vukpKQs+gtysfrHCQkJKBQKysvLiYmJYfPmzXNud/v2bYKDg6VgwGw2s2HDhmUFx06nk9LS0nnlqQYHB/H39ycgIGDJx5Z5shgeHqa6uprx8XG6urqkpuKkpKRlGyU9TlQqFRkZGURERPDZZ5+h1WpJS0tb03Nev34dp9PJzZs3ef3111dkHLRekZ30ZGSeEdRqNXa7ndTUVO7fvz+jiWo+rFbrvAFDSEjIIzfq6OnpwdfXly1btjzS8z6LhISEEBERwb1795a032IzW3FxcWzcuJGhoaE5HRrHx8fR6/UzJmfx8fFcuXJlWQYKFy9eZGpqat6GrL6+PjIzM5d8XJknB6fTyYULF/jFL37B2NgYKpWKLVu28Nxzz5GcnIy/v/+6C44fxM/Pj6ysLC5cuLCgQ99q8Pbbb+Pp6YnJZOI///M/aW9vX9PzPYnIAbKMzDOAKIrY7XYUCgWRkZGo1Wr6+vqAaTWAW7du0d7ezsTEhFTC0NraisVimdeMwxVg2+12hoaGFhVwr/Qa9Ho9cXFxco3oI+LgwYO0trYyMjLy0G3b29upqqpa0vFjYmLw9PTkzJkznDt3DoPBgMPhYHJykkuXLhEfHz/j/gsKCsLb23vJNtAmk4nKykpJk/mrOJ1O+vv7Z62UyKwPGhoaeO+99/jnf/5nWltb2bNnDxkZGVJQ/DSRnJyMQqHg7t27axokBwQE8N3vfhc3NzccDgf//d//zfXr19fsfE8i63cqJSMjs2gmJydRqVRSw1NgYCD9/f1Sw15gYCDDw8PcuXMHtVqNIAiYzeYZ+rVfxcPDA1EU+fTTTyXt2dzc3BU7LM2F0+mkrKwMQRDIyspa9ePLzE1AQAD79++nrKyMXbt2LbhtR0cHwJKysEqlkq1bt1JfX09HRwdXr16VvvTDw8PnfK+9vLwoKyujoKBg0ecZHR3Fy8tr3gan4eFhfH19n8ll5PWOKIr83//7fwEoKip6atQe5kMQBKKiovjkk0+4cOECL7zwAomJiWtyroCAAH7wgx9QWlpKRUUF586dIzs7+7G5pz5q5ABZRuYZwGAwzHioJSYmcunSJfr6+ggLC5PcnGpqaujr6+PgwYMAlJaWcvHiRYqKimapGfj7+3Po0CEpM93W1kZra+uqBMhWq5Xh4WH0ej3j4+PY7XZUKhVvvfWWnD1+xKSmpnLq1KlFbRsREbEkU4P+/n4qKyvx9PTkueeew9/fH7PZTGNjI2NjY3O+1y65uKXg7+/P5OQkNpttTifJgYGBGe58MuuPzZs3P/XBsYu4uDhCQ0O5evUqt27dWrMAGab19Pft20dhYSEOh+OZCY5hhSUWgiD8/4IgNAmCcEcQhE8EQfD7/e/jBEGYEgTh9u//vbM6w5WRkVkOBoNhhiRWYGAg+/fvR6FQEB8fL/1+48aNHD58GIVCgUKhYM+ePfj6+nLhwgX0ev2cNccqlQqFQoGPjw82mw2dTresGlGYlvVqbm7m7Nmz9PX1ERkZyde+9jX27dvH0aNH5eD4MaBSqdZkKbezs5MbuVWXUQAAIABJREFUN26QlZVFcXGxtBTuchAzGAxzqq0YjcZ53fLmw8PDg4SEBLq6uuZ8fWhoaEHDEpknF6PRiFqtJjIy8nEP5ZEhCAJarZZNmzbR1dXF2NjYmp/Tx8fnqStXeRgrzSCfA/5SFEW7IAj/H/CXwE9+/9o9URQfrgQvIyOz5gwNDc0IkEdHR2lqapLsfBeisLCQ27dvU1ZWhtPpJC0tbU5lA39/f+x2OxUVFbi5uUlZ6MWOr66uDpPJREJCAseOHZPVBJ4QXAoo82Vfl4PNZqO2tpa8vLw5jT40Gg1arZaenp4Z2TFRFDGZTMuSnYqNjZ2z4XBsbAyLxfJMBVhPE9XV1cTFxT2TUmQBAQHExcXx7rvv8vrrrz8W05OnmRUFyKIonn3gxwrg5ZUNR0ZGZi0YHh6WZv92u53S0lKCg4N57rnnFrV/bm4uubm5DA4OcvPmTdrb20lLSyMqKgo3Nzdg2hb1+eefx2AwUF5evqjjiqJIfX09vb29HDp0iNTU1CVnB2XWFkEQCAsLw2AwPNTYY3Jy8qHH6+zspLa2Fq1Wu6ALnqenJ+Pj48B0QN3R0UFHRwdarZbXXnttaRfBdDBRVVU1w0XSarXS2tpKTk6OfN+tUzQajWRv/qwhCAIpKSl4enry4YcfcvToUdlAaRVZzSfCd4HTD/wcLwjCLUEQLguCsHO+nQRBOCYIQrUgCNVDQ0OrOBwZGRkXw8PDeHt7Sz+LosiOHTuW7EQWEhLCgQMHSExMpKWlhTNnzsxo4hMEgeHhYURRXJQEXENDAxMTE/zwhz8kPT1dDlKeUKKjozEYDAtuI4oinZ2dM4Lknp4eLly4wJ07dxgfH2dsbIy6ujqSkpIWnJyZTCYmJibw8fGhtbWVM2fOYLVaeemllzh27Bi+vr5Lvobk5GRCQ0P58ssvaWhooKamhjNnzkiNgjLrk5ycHPr7+xeltPK0EhkZSV5eHh999NGckokyy+OhGWRBEM4Dc63B/rUoiid/v81fA3bgV79/rR+IEUVRLwhCPnBCEIQNoijOKpQRRfE4cBxg06ZNj1ZUVUbmGUAURYxGoxQMC4KwYv3i1NRU/Pz8KC8vx263S1lkmA6KrFYrtbW15ObOX2Wl0+no6+vj2LFjS7Izlnn0JCUl8cUXXyzoqicIAmq1mrt377JlyxbJrCEpKQmdTifpqPr4+JCWljbvZMhqtXLmzBlgWhljdHSUH/7wh/PKDS4WQRD45je/yfDwMDdu3CAkJIRXXnkFDw+PFR1X5vFy8uRJHA4HV69e5YUXXnjcw3lshIeH09PTw927d+c13pFZGg8NkEVRLF7odUEQ3gQOA3vE33/riqJoASy///9NQRDuASlA9YpHLCMjsyTMZjNKpVISyB8bG1txvZ7T6aSqqoqMjIwZwbHNZmNsbIyCggKqq6sXDJCHhobIz89fchZb5tETFxfH+Pg4FosFd3f3ebdTq9VMTU3R1NREU1MTSUlJZGZmLkn67ebNmwQHB5OQkEBNTQ2iKDI5ObniANlFUFAQhw4dWpVjyTx+XHXlcs/CdB+ITqd73MN4alipisV+ppvyXhBF0fTA74MFQVD+/v8JQDJwfyXnkpGRWR4TExMzsmQmkwmn07mipbi6ujpsNhtarZaJiQkcDgcjIyNcuHABLy8vWlpaHmoHrFKp5OXAdYJCoSAiIoKHlcGFhoYyOTlJZ2cnhYWFy3Km8/PzQ6/X09nZiSiKKJVKOfiRmZcf/vCHwHSpxbOO0+lc106BTxor/Uv+DHAHzv1efqlCFMU/AoqAvxMEwQ44gD8SRXHhAjYZGZk1YWRkRApWR0ZGqKqqIisra0VlDXFxcUxMTFBXV4fVasVut6NWq3Fzc2NycpKwsDC2b9++4DHkeuP1xebNmzl//jzh4eEIgjDn++fh8f/au/PguK/rwPff23s3utENNPadAEiCO0VSFEmDi0RqtRTHshzJVjwqy5InL3GlKpX3x0zluTw1qcSvZp7HVXl+L7aV2Bm7yuOkrDiS9SgpVCyLoriIIgmSAAGSALHve6PRe/d9f5D9CyCBJEgCxHY+VV0kevn16ctG8/T9nXuu8466l8wkXYve39/PqlWriEQi0+rnhZgqNzeX2tpa2tvbV/xW4W63m6tXr5JKpeTzdQ7caxeLGRtHaq1fB16/l2MLIebGyZMnKS4uJplMcvLkSSoqKu5oM4eZeL3eaQlwKpXi448/ZmBggF27dt22dRxcT9al9+zSsW7dOi5evMixY8cYGRlh3bp11NTUANfr3O+lV3IkEpl2xmHt2rWsXbuWpqam23bOEKK8vJzz589TVVW1omvKCwsLaWpqor29fVp/e3F35CuGEMvY4OAg/f39lJeX09XVhdb6lnXBdyOVSnH06FFGR0c5ePDgbZNjrTVXrlxhfHz8lou+xOKilOK5557DYrHgdDppbGzkgw8+oL6+nvfee49IJHLHfVj7+vp46623OHz4MKdOnfrMbS0tLXP+fhXLT3V1NatWraK5uXmhQ1lQSiksFsuK7Ak9HyRBFmIZSyaT2O12TCYT7e3tc95IPpVK8eGHHxKNRnnkkUdmteCutbWV3t5eXnnllWkL/MTiZzabee6550gkEtTW1pKdnc3Q0BD5+fk89dRTd1QK0dfXx8mTJ6mpqeHhhx+mq6uL4eFh4PrCq/Pnz/P8889TWFg4Xy9HLCMHDhygvb39rnfxXA5isRjj4+MrZsvt+SbV3EIsYxkZGUYTfZPJNOdbNf/2t79lfHycXbt23bK7QVo4HKaxsZGvf/3rd9XLViw8v9/Ppk2b6O7uvqfZ3QsXLpCbm0tOTg4XLlzA4/Hg9/sZHR3lypUrvPrqq/h8vjmMXCxnWVlZmM3mz7SdXEn6+/spLS1d0WUmc0lmkIVYxjo6OvD5fKRSKSYmJmaVxM5WerYivUNZfX39bTeTuHjxItu3bycvL2/O4hD33yOPPHLPmzPs3r2b4eFh3n//fZRS1NbWkkwmqaur45FHHpHkWNyxvLw84yzESjQ2NkZZWdlCh7FsSIIsxDLW19eHz+ejpaUFrTVr1qyZs2O3tLTg8/l4+OGH2bt3L319fXz44YecPn36M6c501tKh8Nh9u/fP2cxiIXhdDp5/PHHOXPmzF0vzvN4PBw6dIjPfe5z7N27F7vdzunTp8nPz2fbtm1zHLFYCfbs2cPly5fveSOkm0kmkwQCAYaHh+nv72dsbGxenuduxePx27bXFLMnJRZCLGN+v5/Ozk601rhcrjlt/dPX12fUh/r9fg4dOkQoFOLEiRO8++677Nq1i9zcXGKxGOfOnSOVSvH1r38dq9U6ZzGIhbNp0yYuXLhAe3s7lZWVd3UMl8uFy+UiHo9z6tQpsrKyePbZZ+e8FEisDNXV1TgcDgYGBu65+0kikcBkMhEKhejr62NwcJDBwUHcbjd2ux273c7w8DCZmZlkZ2eTnZ1NTk7Ogr13k8kkfX19sgnOHJIEWYhlLCsri8nJScrKymhra5vTY0ej0c/UEbtcLg4ePEhjYyMfffQR+/fvp66ujsrKSh577DFJjpcZrTWJROKejpH+UlVZWcnnP/956d8q7ppSiry8vLvegEhrzfDwMM3NzfT29gLgcDiorq5mz549VFZWTqvvTSQSnD9/nsHBQS5evAhc37DE7/ff+4u5w7ivXLlCcXHxfX/u5UwSZCGWsYGBATIyMvD7/cTjcfr7++esr+ytEqN169bR3NzMmTNnsNlsPPXUUzIruMxorWltbb3thjA3E4/HaWtr48qVK+zdu5fdu3fLe0Tcs7GxMcrLy+/4cUNDQ5w8eZKMjAweeughXnrpJWNXupu9Ly0WC9u3bwfgscce4+/+7u84fvw4TzzxxLTJgCtXrhCPx9mwYcNdvKLbO3PmDJOTk7zwwgvzcvyVShJkIZaxK1eukJeXh9lspqKigoaGhjlJkAOBAPF4/KaL7VKpFLFYjFgsxte+9jVJfJYhk8nEQw89xMjIyIzvqVgsxujoKPF4HK01mZmZTExMMDExwdjYGENDQ1RUVPDyyy9LWyoxJ44cOUJfX99N+6snEglCoRDhcJhEIoHX6yWZTBKPx2loaODQoUPs2LHjrp7bZDLx8ssv85vf/IaPP/6Y3bt3A9c/g+fqc3cmQ0NDjI2N8a1vfUu2mZ5jMppCLFPhcJiOjg5jtzOn03lPXQc+fWylFG1tbWRkZJCfnz+tOX26Y8azzz571/WpYvFzuVycPHkSn89HQUEBoVCI7u5uxsbG6O/vJzc3F4fDgdls5urVq/h8PiKRCNu2bWP9+vX3tN25EJ/W2NhIWVnZZ9qcpVIpent7qa+vx2Kx4PF4sNls1NfXY7PZcDqdVFZWGrPBd8tisfCFL3yBH/7whwwODnL58mVcLhdOpxOXy0UsFpvTFnRaay5cuMCBAwcWTXKcSCTo7u6mpKRkyW9YsjhGVAgx5z755BOKioqw2+3E43GuXLnCxo0b5+TYHo8Hq9VKZ2cnGRkZ1NXV4fP5MJvNKKUYGhri8ccfn9OuGWLxqa2tJSMjg+PHj3P58mUmJydZv34927ZtY+3atdKPVdxXzz33HMeOHeO9995jzZo12Gw2UqkUTU1NOBwODh48OO87M5pMJtauXcvp06dxu93s37+fn/3sZ3R0dOB0Oud099ChoSHMZjNbtmyZs2Peq6amJl5//XXWrVvHk08+eUebBy02ar7aodyNHTt26E8++WShwxBiyUulUnz/+99n586dZGVl0d7ezqVLl3jyySfn7DlisRh1dXWYzWaefPJJRkdHiUajhMNhtm7dOqc9l8XilkgkaG1tJS8vTzaAEQuura2N06dPk0gkSCQS7Ny5k7Vr197XGHp6ejCbzfzwhz8EwOfzYbfbefDBB+fks1FrzUcffcSWLVuMco7FIJlM8oMf/ICxsTFsNhtPP/00mzZtWuiwbkopdUZrPWNdjcwgC7EMNTc343A4yMrKAiASicz5KTibzUZpaSlXrlwhKytLNv9YwSwWC6tXr17oMIQAoKKigoqKigWNoaioCIBvf/vbmEwmjh07RlNTE0eOHGHHjh0UFBTc0/H7+vrQWvPQQw/NRbhzxmw287WvfY2///u/x+/3c/bs2UWdIN+K9NMRYhk6e/YspaWlwPXd9BobG+el3CE3Nxe73c7hw4fn/NhCCLHUpdsW1tbW8sorr/D8889TV1d3z5uZ9PX18cADDyzKtojZ2dm8+OKLdHd309bWxve+9z3q6uoWOqw7tvhGVghxT44cOUJra6uRIPf09FBSUnJXrY9ux2w2YzKZcLvdc35sIYRYblatWoXNZmN8fPyejjM6OmrMUi9GRUVFHDx4EJPJRDAY5I033iCVShm3L6by3puREgshlpn29nYeeOABow+nxWIhHo/Py3O1trYSiUTYt2/fvBxfCCGWm61bt3L27Fl27tw54+TC8PAw0Wh0WgIciURobW0lGAwSj8cJh8NGCd1i9dBDD/H++++zb98+6uvr+clPfkJNTQ1tbW10dnby+7//+3O6aHGuSYIsxDKTkZEx7dt5fn4+9fX1c3b8eDzOwMAAXV1dDA0N8Y1vfEN2yBNCiFnau3cvSimOHj2KzWYjMzMTv99PQUEB165d48qVKwAcOnSIzMxMWltbuXTpEhs2bKCmpgar1UpFRQUOh2OBX8mtpfvfZ2ZmsnfvXnp7e+ns7MTlchmt9hYzSZCFWGbKy8tpaWmhtLSUaDTK+fPn77rd1rlz5xgeHsZmsxGLxQiFQmitKSws5IEHHmD9+vWL/kNaCCEWE6UUe/fupba2lr6+PgYHB7l69Srvv/8+BQUF/PEf/zHnzp3j+PHjxufrq6++uqS2kZ6cnOTtt982WoICFBcXG/34Q6EQZWVlCxzlrUmCLMQyYzKZiEQiAPT29mKxWDh48OBdHctisbBq1Sq2bt2K0+kkMzMTu90uO+MJIcQ9UkpRWFhIYWEhmzdvRmttfLY+9thjHDhwgKtXr7JmzZold5auoaGBhoYGdu3aZbyuSCTCRx99RHV1Nc8888yif02SIAuxjKRSKX73u98ZNcG9vb3k5OTc9fFCoRAbNmyYlwV+Qggh/t2nJx5sNhsbNmxYoGjuXjKZZPPmzSQSCU6fPk0gEGDdunWMjo5it9v58pe/vNAhzookyEIsIyMjI0ZNG1zfaenBBx+c1WOTySQtLS14PB7y8vKIRCKEw2EmJibmM2QhhBBTnDlzhpaWFsrKyli3bh1jY2P09PQQjUbZvn37ot2dLhKJ8Oabb9LV1cUrr7xCRUUFLpeLY8eOUVlZSV1dHc8+++xChzlrkiALsYz09fVN28kslUrNetemtrY2+vv7GRoa4sSJE2RkZFBdXc0DDzwwX+EKIYT4lPb2dkZGRgiHw/zud7/D7Xbj9XoZGxvD4/Gwffv2hQ5xRidPniQQCODxePibv/kbLBYL0WiUgoICTp06xebNm6mqqlroMGdNEmQhlpHe3l5sNhtjY2N4vV7sdjvDw8Ozagdkt9txOp0888wzDAwMLOr2O0IIsVzt3buXn/zkJ2zbtm1aMnzhwgVjfcli09TUxMcff8yePXtwOp2Ew2E+/vhj9u3bx8cff8zOnTsX3a5/tyMJshDLSGdnJ6Ojo7S3t+NyuYhEIrPeAjovL4+Ojg5+8IMfAPAnf/In91S/LIQQ4s7l5uayZs0aent7jRnXeDxOZ2cntbW1CxzdZwUCAQ4fPsyOHTvw+XxorTl//jylpaXs3r2bPXv2LHSId0V20hNimUilUvT29hKPx8nPzyc7OxuTyWTUI9+O2WzG4XCQkZHBrl27yMjImOeIhRBCzGTjxo20tLQQj8cJBoO8+eabxGKxRdcarampiddee42Kigry8vJIJpOcOXMGgC9+8YtLuuORzCALsUwopdi5cyfDw8MMDAywdu1a+vv7OXHiBLt3777t4xsaGrBYLPzpn/7pom/gLoQQy9nq1atZvXo17777LvF4nIcffnjRbC2ttaarq4v333+fkZERHnjgAfLy8ojH41y6dIn29nb+7M/+DItlaaeYSzt6IYRhcnKS8+fPU1xczOTkJFlZWeTk5NDf308qlcJkuvUJo0AgwGOPPSbJsRBCLAJPP/00Bw4cIJlM4vP5Fjoc4PpC8H/8x39Ea01FRQVbt27FZDLR3d3NuXPnKCsrY+3atZjN5oUO9Z5JgizEMtHV1UVGRgYej4cNGzaglKKoqIiuri5GRkZmrCfWWtPT00MkEmF0dJSCgoIFiFwIIcSnKaUWVUu3Cxcu8Pbbb7Np06ZppR5aa5qamvjSl77E6tWrFzDCuSUJshDLRHd3N36/n4qKCuO6UCiEy+UiOzv7M/ePx+OcOnUKuL4F6BNPPIHL5bpf4QohhFgiWltbeffdd6mtrZ3WShSuLw53OBxUV1cvUHTzQxJkIZaB3t5ezp49+5lNQWKxGC6Xa8byis7OTtxuN1/96ldvW34hhBBi5Tp69Cg5OTkEg0GcTic2mw2tNe3t7TQ0NPCVr3xlSS/Im4kkyEIscePj4/zDP/wDPp+PVCpl7HsP0NPTc9Nv9clkkqGhIfr6+hbN4g8hhBCLz969e6mrq6O/v5+6ujqysrIIh8M4nU5efPFFSkpKFjrEOScJshBLnNvt5sknn+To0aMcP36cRx99lIyMDAYGBohEIpSXl8/4uNWrV+N0OvnZz36Gy+Vi3759bN269T5HL4QQYrGrrKyksrISgNHRUYaHh7FYLJSXly+7meM0SZCFWOLMZjPBYJBUKsXDDz9s9C++cOEC5eXlt2y1U1JSQlFREcePHyeRSNyvkIUQQixRWVlZs9qddam7p8JDpdR/UUp1K6XqblyemnLbf1ZKNSulLiulHr/3UIUQM0kkEhw/fpydO3dOWzyRTCZvu+huaGiIEydOEIlE2Lhx43yHKoSYhVgstmi3FBZipZiLGeTva63/r6lXKKXWAy8AG4Ai4D2l1BqtdXIOnk8IMcXg4CB2u93YMS/drD0SiRinxGYSCAQ4deoUjz76KFu2bFkWfSuFWOoSiQTf/e53MZvNlJaWUl1dzec+97mFDkuIFWe+lq5/Afil1jqqtW4FmoGd8/RcQqxoDodjWnnEtWvX6OzsZP/+/Tctr9Ba09DQQG1tLdu2bZPkWIhFYnR0FIfDwapVqxgYGODs2bMLHZIQK9JczCB/Syn1H4BPgD/XWo8CxcDJKffpunHdZyilvgl8E1h0e4wLsRQ4nU4ikYjRvcJsNuNwOG6681J3dzcNDQ14vV4eeuih+xytEOJWfD4fmzZtwmQyUVhYyKZNmxY6JCFWpNsmyEqp94CZttf6C+Bvgb8E9I0/vwe8DMy0pFHPdHyt9Y+BHwPs2LFjxvsIIW7ObreTnZ3NtWvXqKqqIjc3l/r6et58803Wr18/rc3bxMQEdXV1vPDCCzftbjEbyWSSZDIp21ILMcesVitPPfXU7e8ohJhXt02QtdaHZnMgpdRrwFs3fuwCSqfcXAL03HF0QojbUkqxc+dOzpw5Q1VVFV6vl0cffZTTp08TCASm3ddms5FKpSgunvGEzk0lk0kuXLjAiRMn8Pl8jI6OEggE2L9/P3v27JnLlyOEEEIsuHsqsVBKFWqte2/8+EWg/sbf3wR+oZT6H1xfpLca+PhenksIcXNjY2PTOlZkZGRQWVnJuXPnGB0dxWw2Y7FYMJlMxONxfvWrX/H888/Pun/l66+/TmNjIyaTyXguk8nEuXPnJEEWQgix7NxrDfJ/U0pt5Xr5RBvwHwG01g1KqX8CLgEJ4E+kg4UQ82fnzp38+Mc/5tixY6xatYqioiJKS0sxm82EQiEGBgbo6+sz7n/58mW6u7tnvfvR5z73OSYmJti0aRMDAwPYbDbKyspu2SVDCCGEWKruKUHWWn/tFrf9FfBX93J8IcTseDwetmzZwkcffUR/fz8FBQVs2bKF4uJixsfHaWpqwmq1UlVVxcDAAGNjY3fUuaK4uJhvfOMb8/gKhBBCiMVDdtITYpk4ePAgLpeLI0eO0N/fz5EjR/D5fNjtdsxmMxs3bqSsrAy73U4gEOCf//mf+cpXvkJ2dvZChy6EEEIsKpIgC7FMKKXYs2cP+fn5vPnmm4RCIZLJJOPj4xQWFlJa+u/rZt1uN/n5+bz22mtUVFSwdu1a8vPzycvLk57IQgghVjyl9eLprLZjxw79ySefLHQYQix5iUSCs2fP8tFHH2G32ykqKsLtduP3++no6ODixYtYrVai0ShOpxOr1cr4+Dj79+/nwIEDCx2+EEIIMe+UUme01jtmuk1mkIVYhiwWCzt37mTHjh00NTXR3NxMR0cHn3zyCX6/H6/Xy8jICAB+v59wOMzatWulI4UQQgiBJMhCLGsmk4n169ezfv16AAKBAB0dHQQCAXJzc6mqqsJkmq8d54UQQoilSRJkIVaQzMxMNm7cuNBhCCGEEIuaTB0JIYQQQggxhSTIQgghhBBCTCEJshBCCCGEEFNIgiyEEEIIIcQUkiALIYQQQggxhSTIQgghhBBCTCEJshBCCCGEEFNIgiyEEEIIIcQUkiALIYQQQggxhSTIQgghhBBCTCFbTQsh7tjg4CBXrlwhGo2ydetWsrOzFzokIYQQYs5IgiyEuK1kMklPTw9DQ0M0NTXR3t6Ow+FgfHyclpYWXn311YUOUQghhJgzkiALIT5Da013dzcTExOcP3+ey5cvT7vdarVit9vZu3cvu3fvXqAohRBCiPkhCbIQYpqLFy/y/vvvk0wmCQQCAFRXV7N7924KCgqIxWJEo1Hy8/MXOFIhhFh8YrEYNpttocMQ90gSZCEEACMjI5w+fZqGhga2bt2KUoqGhgZeffVV7Ha7cT+Xy7WAUQqxMLTWBINBJiYmiEajOBwOMjIycLvdmEyy3v1OJBIJjh8/zsjICJWVldTU1Nx1QplIJAiHw3g8njmO8u6kUim++93vUl5ezle/+lVJlJcwSZCFWOEGBgY4cuQIXV1dlJaWUltbC8Dw8DDDw8O0tLSwfv36BY5SiPuvv7+fS5cuce3aNfr7+zGbzWRkZGCxWIwzKfF4nKqqKp5++mkyMjIWOuQ50dDQgNVqZc2aNXN63GQySWNjI++99x4ej4ecnBxOnTrF4cOH2bVrF7t27cLhcNzyGCMjI3zyySd0dHSQSCQYGRnBZDLhdDp5+OGH2bhx46y/sGitiUajRKNR3G43ZrPZuC2VSgF85lipVIqxsTHGx8eJx+PG/cLhMBMTEwwMDOD3+4lGo5w6dYq9e/feyRCJRURprRc6BsOOHTv0J598stBhCLEixGIx3nnnHRobG1mzZg2VlZWEQiEaGhoYHh7G6/WSk5PDI488Il0qxIqQSCQIhUIkk0kuXrzIyZMnKS0tJTc3l+zs7BlnA6PRKOfOncNut1NbW0tFRQVKqQWI/u5orYlEIiSTSaxWK1euXOHw4cOYTCb27NnDli1bcLvdwPXxSaVSWK1WlFLGY+12+4xJaSKRAMBsNnP58mUOHz6M0+lk9erVFBQUGPcLBoM0NTXR39/Ptm3byMvLM44XDocZHx9ndHSUwcFBgsEgZWVl5OfnY7FYcLvdWK1WhoaGuHTpEpFIBIfDgclkoqamhsrKSgoLC6f928ViMS5cuMDx48cJBoNYrVai0SgZGRm4XC4mJycJBoNorbFarXg8HjweD+FwmOHhYZxOJy6XC4vFYsRpsViw2+3Y7XaKiooA+PDDD6mqqqKsrAytNbFYjFQqRTKZJBqNEovFjH+DdKJtsViw2Ww4nU7y8/Oprq5eUu+npUYpdUZrvWPG2yRBFmJl+vnPf04ymWTz5s1YrVaampq4du0ae/bsYffu3VgscoJJLF+pVIqBgQFMJhNaa86dO8f58+eNhMfv97N27Vq8Xu9tjxWPx2lra6O9vR1LEsgDAAAgAElEQVSTyYTf7ycrK4stW7ZQVFQ0LcHp6emhoaGB/Px8CgoK8Hq900qY5ktvby91dXW0tbURDodxuVzE43EmJiaA60lsIpEgOzubmpoaHA4H9fX1DA8Pk0wmsVgsxONxlFKkUiksFgupVAqlFIlEgtzcXDweD6Ojo6RSKaP0QWuNzWbD4XCwcePGW65dCAaDtLa2GokkXF8Q7HA4cLlcuN1usrKybpkwBgIB4/l7enoYHR1ldHTUOE4ymSQcDpOfn09lZSW5ubkopYzro9EodrvdOBsQj8cJh8OEw2GsViter3fWn42RSITOzk4CgQAmkwmz2YxSCqUUVqvV+Bkw/kzHHo/HuXbtGiUlJbz00kuzej5x5yRBFkJ8xs9+9jP8fj/l5eX09/dz8eJFvvGNbyyaWj4h5pLWmomJCVpbW7ly5QrXrl0zEtNkMklxcTEVFRXGbOndPsfY2BihUIhAIEBnZydms5mSkhKsVis9PT0Eg0FKSkqM+0xOTmI2m8nMzMTlcmG1WrFarTzxxBNkZmbedSypVIq+vj6uXbtGa2srvb29rFq1iry8PBwOB5FIBIvFgtPpvGWdrNaaZDJJIpHAbrcbyWQymTQSvVQqxcjIiDELazabjbIHpZQxq7tQM6GpVIpYLEYsFsNsNmO325fEBEBPTw8nTpygurqa8vJySktLKSoqwmq1LnRoy4YkyEKscFprEomE8cGqtebXv/41yWSSdevWEQ6H+d3vfseGDRt44IEHKCgokNN6YtG4evUqp0+fxuv1snbtWqqrq2/7mImJCZqamujo6GB4eJiRkRGUUuTm5pKbm0t+fv68LzhNJ8yBQIBEIoHX6yU7O3taOUL61HsoFCIajZJKpRgcHCQUCvH1r3/9rhK5pqYm3nnnHZRS5OTk4Pf7yc/Pl8RqCYrFYvT39zMyMsLY2BhjY2N4PB6ysrLIysrC5/Ph8/nIyckhIyPDWFwdCoVYt24d+fn58ll+C5IgC7FChcNhfv3rX9Pa2orJZOLpp59m48aNHD58mKtXr7Jv3z5j9igajXL16lV6e3sxmUzU1tayffv2BX4FYiVLpVIcP36cU6dOsXbtWuLxOM3NzRQUFFBcXEw4HCY3N5dt27ZhsVjQWvPb3/6WixcvEg6HKSwsJCcnB7fbjcfjuS+lDHNBa82xY8fYvn07O3funPXjUqkUly5d4vDhw+zYsYO8vLx5jFIshGQySTAYZHJyklAoRCgUIhKJGN1VUqmUkSz39PTgcrnYuHEjZWVluN1uMjIyjDMB4tYJ8uI/xyCEuGtvv/02iUSCp556ilAoxOHDh0kmk1y+fJkDBw5MO7Vqt9vZuHEjGzZsYGRkhA8//JBEIsFDDz20gK9AzIeJiQn6+/upqKggEomglPpMBwatNYODg0ZP13Tt5+DgIIFAgEgkQiKRQGuN2WzG5XLh8XiMBUx3moxqrenp6aGzs5O+vj4CgQD9/f24XC727t1rzPaWl5czMDDA0NAQVquVCxcu8P7771NeXs7g4CBaax588EEyMzOXZBIQDofp6uq6ZeuyoaEh6uvrGR8fJ5FIMDk5yfj4OOPj47jdbnbv3k1WVtZ9jlzcD2azGa/XO6va+I0bNzIwMEBHRwcXLlwgGo0SiUTQWlNQUMDTTz9NXl7ekvw9uR9kBlmIZeyXv/wlXq+X0tJS4PpCnbNnz6KU4tChQ7esPZyYmODo0aO8+OKLlJSU3K+QxTyYnJxkYGCA4eFh2tvbaW5uxu12Mzw8jN1uR2tNbW0te/bsAeD06dN88MEHxsr89OKseDxurLC32WxGqUC6xjMcDhOPx4nFYuzbt49NmzYxPj5ulBikF16lUilSqRTBYJDh4WHGx8cZGRnBarWSk5NDZmYmTqcTj8czq5rgyclJhoaGyMzMxOv1Ltm+xFevXqWxsZHq6mo2bNjA+vXrP5O89Pb28vOf/5ySkhKj3tdmsxmL2JZCba1YWIlEgra2Npqbm0kkElRVVbFz507y8/Nv22ZvuZESCyFWCK21MZNkNpt5/fXX2bp1K36/37hPU1MTPT092O12du/efctkoqenh3PnzvEHf/AHrFq16n68hBUlmUwCTOu/Ojk5ydGjR43FXVN7UGutCYVCBINBY9FUVlYWZrOZVCrF8PAwQ0NDRq3i6OgoAwMDhMNhfD4fLpeLrKwsCgoKcLlcpFIpTCYTwWCQuro64zStz+dj27Zt0xaJdXd343a7ZzVzNTExQWNjIwMDA7jdblwuFyaTadp7zWQyYbVajdZaGRkZy6aP8N1qbm7m4sWLpFIpnn/+eWpqaozb4vE4J06c4OTJk2zevFm+tIo5EYlE6OjooLu7m4mJCVKpFOm80GazGZ8tJpPJ2BwnKyuL/Px8SktLKSgoWNJfyiRBFuIOpNsCZWZm4na7l0S9Vjwe59ixY3z00UdkZmYaLZh8Ph9btmyZFn8ikeDNN99k1apVKKXYunXrLY/d1tZGMBjkhRdemO+XsWJEo1EOHz5MY2Oj0Q1g27ZtFBcX884771BcXIzT6eTatWt4PB6sVqvR9cBsNuN0OjGZTMRiMVwuF16vl7a2NmPW1el04nQ6ycjIMHq43u49nO7ykO7vKu6/ZDLJuXPnmJyc5OWXX8bpdALX25/99Kc/JSMjg5qamnvqbiHEzaQ7lqRbH8bjcbTWRmu/eDxOJBJhcnKSQCDAyMgIgUAAv9/P9u3befDBBxf9/5WfJjXIQsxSX18fP/rRj1BK4XQ6icViRrP7zMxMMjMzCQaDKKV44YUXFs0imPHxcY4ePcratWvJzs4mFAoZuz3B9YQs3VJqaGiIsrIyvvzlL/Pf//t/Z+PGjbdMiHw+H1euXCGRSEjidI+01rS0tPDuu++SmZnJ448/jt1uJxKJcPXqVQYHB8nPz2fTpk2YzWYqKiqYnJw0ZovTu7hNPV5raysWi8U41t1SSknitcD6+vpob29n+/btRk/m9AYYFRUV02aUhZhrSqlpny9Tz2ylffoMUjKZ5Nq1a7z77rts3bp1WW2tLTPIQgCnTp2ira2N7OxsBgYG6O3tJRQKobXGZDIZtZOf9p3vfGdWxz937hwXLlxg3759lJeXz3mNpNaa8+fPU1dXh9lsJisrizNnzgDXT2VbLBZycnLIysrC5XKRn59PY2MjgUCAvXv33vJbv9aa48ePs2PHDulqcYdSqRRDQ0N0d3fT3t7O1atXsdvtrF69mpKSkiU32yLm3/j4OL29vUZHgoyMDHJycmQ3S7Eo9fX1cebMGZ544gm2bNmy0OHcsXmbQVZK/SOw9saPPmBMa71VKVUBNAKXb9x2Umv9R/fyXGJpGxoa4o033iAjI4Pq6moqKirw+/1GgjA0NMT58+fJzs42ejs6HA6GhobQWhuLzOaLzWajra0Ns9mM2WymqKgIi8ViNLkPBoOMjo6yZs0a9u3bZzTH7+zsNBYYDQ0NGbO0mZmZlJaWkkqlGB0dpa2tjerqat544w2CwSAej8dYzLR69Wo2bdpkbDGabklltVrRWnPx4kWOHTvGunXrKCkpIRwOk0qlKCgoMLZkTZdKbN26lYmJCeN0+9jYGBMTE4RCIcbHx+nr68PhcNDT00Nubi6bNm26bZKmlKK6upoPPvhAEuRZ6u/v57333qOtrc2o+/X5fNTW1spGLOKWZtuhQIiF1tPTQ11d3bJdyH1PCbLW+vn035VS3wPGp9zcorW+dXGjWDECgQBdXV0AXL582bi+uLiYV155hRMnTnD27NkZH+vz+XjmmWcIBoNkZWXh9/uZnJxkcHCQxsZGuru72bZtG3v27LnrmdnNmzfz4YcfkkwmjZ2KMjIyph0vHo9z6dIlfvGLXxhlF+laT6fTidvtpqSkBLvdTigUoq+vz1iItH//fhwOB1VVVSQSCUKhEBaLBZPJRHt7O8eOHZtW45Vu8ZSeva6pqaGnp4erV68ap7DGxsZIJpNs2rSJaDRKMBikt7eXWCxmbPuark+12+3Y7XYcDscdj1F644J72WFsJQmFQvzwhz8kMzOTgwcPyrgJIZaF9JbqXV1dTE5OYrFYePHFFykuLl7o0ObFnJRYqOtTUB3AI1rrqzdmkN/SWm+8k+NIicXik0gkGBoaoqenh56eHvr6+hgbG8NqteJ2u1FKMTk5STQaxe124/P5jAViU5uXOxwOnE4nDofDaOgfDAYxmUx4vV6UUsYipEQiQSKRwGazGWUO6Sb/6cUB6cVIubm5eL1eGhsbcbvdbNmyxdgUIz3jOttFdhMTE/zrv/6rsYuV1Wpl69atC9JPNN0CKxaLTZtp/7SRkRH6+/uxWq04HA68Xq/x73Iv0tvkRqNRhoeH8fv9PPvss5LszUIsFuP111/nypUrbN26laqqqoUOSQgh7orWmsbGRtrb24nFYpSXl7Nv3z6ys7ONnfuWsnnvYqGU2gf8j/ST3EiQG4ArQAD4P7TWH97uOJIgz59EIsHg4CCjo6N4PB5KS0tJJBKMjo7S09NDd3e3UfMWj8eNVlKBQACPx2Oc9ksnYMlkknA4DGAkvenVremWMOnV9lar1SgniMVixONx4z7p1bKfvqQfn52dPasV+MlkkpaWFkZGRvD7/aRSKfr7+xkbGyOVSuF2u42WNIlEgmg0anSrSMdis9nweDxkZmbi8/loaWnh6tWrPPLIIyum6X4oFKKjo4OWlha2bdtGdnY2OTk5lJWVLfkPwvk0MTFBV1cX165do76+Ho/HQ2FhIdXV1TJuQoglR2tNb28vly9fxu1283u/93tkZ2cvu8+ze0qQlVLvAQUz3PQXWus3btznb4FmrfX3bvxsB9xa62Gl1HbgX4ANWuvADMf/JvBNgLKysu3t7e2zf2ViVlKpFK+99ppx2j6dNEYiEWPW1+v1YrVajVWsNpsNu92O2+2ecSXrUpIuaRgaGmJyctJIvtO9V9N9HhOJhFHekL7k5uZSVVW17D4UYrEY4+PjRn1yOBxmZGSEZDJJdXU1Bw4ckEVBM0if+Ugv5Ozu7qa7u9uY6c/KyqKkpERm2oUQS1Y8Huf48eNYLBb27t3LunXrlt3/gWnzOoOslLIA3cB2rXXXTe7zO+B/11rfcnpYZpDnXnqB2Y9+9CM2bNhAdXU1yWSSaDSK0+lctm96MV0ymaS1tZW+vj7Gx8dJJpPk5OSQl5dHdnY2Xq+XoqIicnJyVtx7QmtNOBxmbGyMQCDAxMQE4+PjhEIhksmksZVvurwnXRaU3rUtOzt7TspahBBiMThz5gxZWVk888wzy/5zbb77IB8CmqYmx0qpXGBEa51USlUCq4Frc/BcK0IikeDDDz+kuLiYqqoqYwZ36n/UTqdzxtP+oVBoWkup0dFRY8OA9OKu9OypWNreeecdJicnjcWEiUTCKF8xm83GYrxkMkkqlaKyspJDhw6Rl5c3q7KV5SyVStHT08Pp06dpamoCwO1243Q6jcWMNpvN2Go5KyvLqKO/l17DQgix2PX29vKlL31pRf8fAXOTIL8A/K9PXbcP+K9KqQSQBP5Iaz0yB8+1IqRSKY4ePUp2djaTk5OYzWai0ShaaxwOBw6Hg1AoxKpVq3A6ncZiuOHhYeLxOH6/H5/PR01NDX6/f8577orFYdWqVdTX1zM5OQlAYWEhNTU17NixA7PZbGxjbLFYjPZ1K1F6h7jh4WE6OztpbW2lu7ubjIwMSkpKePTRR3E4HAsdphBCLAo+n49f//rXfPWrX12x/2+AbBSyIBKJBB0dHca+5p/eHQvgJz/5CR6Ph/LycpRSWK1WzGaz8Y0uFovR0dFh3Ga3240tZlf6t76VIF1DHAgEjPrpsbExenp6APj2t7+9qL8YJZNJTpw4QXt7u7FYNBqN4vP58Pv9VFdXs27duruarR0fH+f8+fP09fUxODg4retKVlaWsfBQZoKFEOKzUqkUJ0+eJCsri02bNuFyuXC5XLfsqLRUzXsXi7myEhLkeDzOX//1X6OUIisri0gkQiwWo6ioiC1btrB582YsFgv9/f0cOXKEjo4O/H4/OTk5VFVVyVa/gsnJSf7t3/6NnJwc8vPzMZvN095Ha9asoaioaKHDvKn29nbeeustLBYLBQUFuFwu3G43VquVYDDIxMQE/f39DA4O8vnPf57Nmzff0fG///3vk5uba3RASR9bCCHE7CQSCS5dukR/fz+BwPX+CqWlpbz88ssLHNncmu8aZHEHrFYrhw4d4tixY2RlZVFcXIzX62VwcJBTp05x+PBh/vzP/5z8/Hz+8A//kHA4TGdnJ+fPn+edd97B6XRisViwWq1YrVZsNpsxu5yuO7XZbHPWD1csPsFgEIfDQW1tLVVVVUtmJjSVSnHs2DFOnjzJ5s2bKS4u/sz70+FwkJOTw6pVqxgfH+ftt99m9erVOJ3OWT1HLBZjYmKCbdu2oZRCa83Y2JjRYjAWi5FKpYxLeXk5mZmZ8/FyhRBiSQiHwzQ2NhKJRIzPxnA4TCgUwu12U1hYaKzFWElkBnmBhEIhTpw4wdWrVxkeHjZ68SYSCV566SUqKio+85hAIEA4HCYajRKNRolEIoRCIUKhEPF4nHg8bizk6+vrIxqNGh0KKioqpPXUMpFIJGhtbWVgYIBkMskzzzxDcXHxvJZUNDc3c+TIEQoKCti1axeFhYW3fUwymWR8fJyxsTF6e3s5d+4cZrOZ7du3z2qRaDqhfvTRR1m9evWsY33vvfdobm42fp7a0s/lchk12XV1dbjdbrZv3y5nZoQQK1IgEODDDz9kx44dVFRUGG1Q3W43Xq932dcgS4nFIheLxYxa4rk0OTlJe3s7H3zwAaFQiMcee0xmlJcRrTWXL1+mp6eHUCiE1+s1asU8Hg85OTn4/X5yc3Nv+eUokUjwV3/1VwD4/X7MZrPRC9tmsxkt0DZs2EBXVxepVIpXX331lrH96le/oqGhAbfbbdTZl5SUzNhGLt2nOhgMGpeJiQnGxsbIzMzkS1/60pyUjKTbuaW/VA4ODvLWW28B8Nhjj+HxeO75OYQQYqmIxWKcOnWK9evXs3///oUOZ0FIicUil26/NpOBgQHeeecdSkpKyM7OxmKxkEwmjdnjcDiM2+2mrKyMnJwcxsbGGBgYoK+vj46ODmOb4I0bN0pyvMwopaipqaGmpsbY2CRdRjA5Ocng4CDBYJDx8XFsNhvFxcUUFRWRn59Pbm4umZmZxuzAxo0bqa+vZ3h4GIvFQiKRmPZceXl59PT0MDIywnPPPXfb2MbHxwHIyMjA4XCgtaa7u5uenh5jJ8P0pizxeNzYvTA3N5eysjJyc3MpKCiYsXwk/aU+vetiMplkYmKCQCBAIBAwZq3HxsaMbdDTNdrpDXDSrdxqamqMNohCCLFSxONxfvOb32AymVi/fv1Ch7MoyQzyInf16lV+8YtfTLsuPTvocDiwWq1EIhFGRkaYmJjA7XYbC5PSO3st91Mk4tbSu7+NjIwQCASMpDkcDmMymYyE0eVy4XQ6jS23vV6v0e0hnWTa7fZZlztEIhE6OzuNDTfi8TjBYJB4PI5Synhem802LQ673Y7T6SQzMxOr1YrWmvr6ehobG+np6TGSb6WUcUnPnKfbIDqdTpxOp/E7kq7VX8ydPYQQ4n7RWtPW1sbIyAh9fX088MAD7Nu3b8W1vJQSi2VAa83w8DAnT56kvb2dsbExXC4Xu3fvltpicVfSs6+xWIx4PE40GjVKENJnKKbuuldQUEBhYSFlZWXk5eXd9JhjY2P09/czMDDA6Ogoo6OjxrbW6cTXZrMZZzTSi+nSG52kZ5hDoZDRwtBsNrNq1SqjM4WcDRFCiLkRiUSor6+nr6+PyspKVq9eTUVFBT6fb9l/1kqCvAyFQiF+9KMfsW7dOkpKShY6HLGMRaNRo3QhEAjQ399PYWEhTzzxBFarlebmZrq7u+nr62NoaGhaF5X0wrj0Irk7OZuhtTZmrjMzM2X2Vwgh5lEkEjH6xw8ODqKUoqSkhJKSEoqLi431LMspaZYEeRn6+c9/jslkYvPmzcvqzSoWv2QyybVr12hsbMRkMlFQUIDP58Pr9eL1em9ZUy+EEGLx01oTCoUYGRkx1nQEAgESiQRerxe/38/BgwdvejZxqZBFerOQTCbp6uoiOzvb+IY0Pj5Od3c3eXl5xg4yoVCI5uZmo+VaJBIhEokQjUbJycmhoqKC8vLyWfdtvRupVIpr164B0NPTY9RtZmdnU1lZuWT64oqlyWw2s3r1asrLy7FarfIFTQghlhmllNGBqLS01Lg+Ho8bi8B/+tOfkpOTY5wldLlceL1e1q1bh8fjMc4CBoNBQqEQLpcLn8+3ZNpqygwy15PMf/mXfyEejxOJRNBa43Q6iUQiZGdnG1vVZmZm0t/fT15eHi6Xy9isw2q1YrFYCAQCDA8PMzw8jNvtpri4GL/fP63VlcfjmdY94F7E43GjZVUwGKShoYH6+npjs5D0Aqj0Iqipi5rSrFYrGzZsuOdYhBBCCLFyTE5OEgqFiMViRKNRo4NSeuIuFAphMpmMxd+xWIxgMIjL5SIrKwu/34/f76eqqmpWvfXng5RY3MZrr71GRkYGmzZtQillzAp7vV5jAVEgECAUCpGbm3vbbz+pVIpAIMDIyMi01lvptlbhcBiPx0NWVhY+n8/oHpBuPZW+pN9MExMTxp+fXv0/9eJ2u/H5fDgcjmkLroaGhhgZGTFqSNOvBcBisfCFL3zhfgyzEEIIIZa5RCJBJBLB4XB8Jl9KpVKEQiEmJyeZnJxkYmKC5uZmvvOd7yxIrFJicRsWi4WCggJjZjWdoKYppYz6ytkwmUz4fD58Pt+MtyeTSWPWN90pYGhoiEQiYVxisRgWi2Va66v07mOJRIKJiQkSiQTJZNK4RCIRgsEg4XCYjIwMlFIEg0FsNpuRhKe/uaVbYa20rSOFEEIIMX8sFstNu2uZTCbcbrdxu9aalpaW+xnerEmCvADMZjMej2fedu5Kf0MDcDqd0gdZCCGEEOIOSIK8DKW/oQkhhBBCiDsnjUWFEEIIIYSYQhJkIYQQQgghppAEWQghhBBCiCkkQRZCCCGEEGIKWaR3Q19fn9H5QQghhBBCzK/FtBfHp0mCDGzevJmOjg7i8fhChyKEEEIIsWLs2rVroUOYkSTIwPbt29m+fftChyGEEEIIIRYBqUEWQgghhBBiCkmQhRBCCCGEmEISZCGEEEIIIaaQBFkIIYQQQogpJEEWQgghhBBiCkmQhRBCCCGEmEISZCGEEEIIIaaQBFkIIYQQQogpJEEWQgghhBBiCkmQhRBCCCGEmEISZCGEEEIIIaaQBFkIIYQQQogpJEEWQgghhBBiCqW1XugYDEqpQaB9oeNY4nKAoYUOYpmRMZ17MqZzS8Zz7smYzi0Zz7knY3rvyrXWuTPdsKgSZHHvlFKfaK13LHQcy4mM6dyTMZ1bMp5zT8Z0bsl4zj0Z0/klJRZCCCGEEEJMIQmyEEIIIYQQU0iCvPz8eKEDWIZkTOeejOnckvGcezKmc0vGc+7JmM4jqUEWQgghhBBiCplBFkIIIYQQYgpJkJcwpdSXlVINSqmUUmrHlOsrlFJhpVTdjcsPp9y2XSl1USnVrJT6G6WUWpjoF5+bjeeN2/7zjTG7rJR6fMr1Mp6zpJT6L0qp7invy6em3Dbj+IrbU0o9cWPcmpVS/2mh41mKlFJtN36P65RSn9y4LlspdUQpdfXGn1kLHedippT6iVJqQClVP+W6m46h/M7f2k3GUz5D7yNJkJe2euBZ4OgMt7VorbfeuPzRlOv/FvgmsPrG5Yn5D3PJmHE8lVLrgReADVwfr/9XKWW+cbOM5535/pT35WG47fiKW7gxTv8P8CSwHvjKjfEUd+7hG+/L9Jfj/wT8m9Z6NfBvN34WN/cPfPbzb8YxlN/5WfkHZv7/RD5D7xNJkJcwrXWj1vrybO+vlCoEMrXWJ/T14vOfAb8/bwEuMbcYzy8Av9RaR7XWrUAzsFPGc87MOL4LHNNSsRNo1lpf01rHgF9yfTzFvfsC8D9v/P1/Ir/bt6S1PgqMfOrqm42h/M7fxk3G82ZkPOeBJMjL1yql1Dml1AdKqb03risGuqbcp+vGdeLWioHOKT+nx03G8859Syl14cbpw/Tp1puNr7g9Gbu5oYF/VUqdUUp988Z1+VrrXoAbf+YtWHRL183GUN63d08+Q+8Ty0IHIG5NKfUeUDDDTX+htX7jJg/rBcq01sNKqe3AvyilNgAz1ceuqDYmdzmeNxu3FT+en3ar8eV6Ocpfcn2M/hL4HvAyMo73QsZubnxOa92jlMoDjiilmhY6oGVO3rd3Rz5D7yNJkBc5rfWhu3hMFIje+PsZpVQLsIbr3ypLpty1BOiZiziXirsZT66PW+mUn9PjtuLH89NmO75KqdeAt278eLPxFbcnYzcHtNY9N/4cUEr9muunp/uVUoVa694b5VQDCxrk0nSzMZT37V3QWven/y6fofNPSiyWIaVUbrpAXylVyfXFY9dunOKaUErtutFt4T8AN5s1Ff/uTeAFpZRdKbWK6+P5sYznnbnxH2TaF7m+KBJuMr73O74l6jSwWim1Sill4/pCnTcXOKYlRSmVoZTypP8OPMb19+abwEs37vYS8rt9N242hvI7fxfkM/T+khnkJUwp9UXg/wZygf9PKVWntX4c2Af8V6VUAkgCf6S1Thf7/29cXx3rBN6+cRHcfDy11g1KqX8CLgEJ4E+01skbD5PxnL3/ppTayvVTf23AfwS4zfiKW9BaJ5RS3wLeBczAT7TWDQsc1lKTD/z6RodGC/ALrfU7SqnTwD8ppb4BdABfXsAYFz2l1P8CDgA5Sqku4DvA/8kMYyi/87d3k/E8IJ+h94/spCeEEEIIIcQUUmIhhBBCCCHEFJIgCyGEEEIIMYUkyEIIIYQQQkwhCbIQQgghhBBTSIIshKfdXDwAAAApSURBVBBCCCHEFJIgCyGEEEIIMYUkyEIIIYQQQkwhCbIQQgghhBBT/P8N+nvYbfPi1AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('product:    ', region.dataset)\n",
    "print('dates:      ', region.dates)\n",
    "print('start time: ', region.start_time)\n",
    "print('end time:   ', region.end_time)\n",
    "print('version:    ', region.dataset_version)\n",
    "print('extent:     ', region.spatial_extent)\n",
    "\n",
    "#search for available granules and provide basic summary info about them\n",
    "print('\\nDATA:')\n",
    "print('\\n'.join([str(item) for item in region.avail_granules().items()]))\n",
    "\n",
    "# visualize data extents\n",
    "region.visualize_spatial_extent()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Obtain ATL06 granule list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ATL06_20181019231110_03260102_003_01.h5',\n",
       " 'ATL06_20181030110205_04860106_003_01.h5',\n",
       " 'ATL06_20181117214724_07680102_003_01.h5',\n",
       " 'ATL06_20181128093802_09280106_003_01.h5',\n",
       " 'ATL06_20181231080552_00440206_003_01.h5',\n",
       " 'ATL06_20190118185056_03260202_003_01.h5',\n",
       " 'ATL06_20190129064202_04860206_003_01.h5',\n",
       " 'ATL06_20190216172712_07680202_003_01.h5',\n",
       " 'ATL06_20190227051804_09280206_003_01.h5',\n",
       " 'ATL06_20190401034544_00440306_003_01.h5',\n",
       " 'ATL06_20190419143053_03260302_003_01.h5',\n",
       " 'ATL06_20190430022142_04860306_003_01.h5',\n",
       " 'ATL06_20190518130651_07680302_003_01.h5',\n",
       " 'ATL06_20190529005739_09280306_003_01.h5',\n",
       " 'ATL06_20190729220121_04860406_003_01.h5',\n",
       " 'ATL06_20190817084636_07680402_003_01.h5',\n",
       " 'ATL06_20190827203728_09280406_003_01.h5',\n",
       " 'ATL06_20190929190514_00440506_003_01.h5',\n",
       " 'ATL06_20191018055026_03260502_003_01.h5',\n",
       " 'ATL06_20191028174117_04860506_003_01.h5',\n",
       " 'ATL06_20191116042631_07680502_003_01.h5',\n",
       " 'ATL06_20191126161720_09280506_003_01.h5',\n",
       " 'ATL06_20191229144501_00440606_003_01.h5',\n",
       " 'ATL06_20200117013010_03260602_003_01.h5',\n",
       " 'ATL06_20200127132104_04860606_003_01.h5',\n",
       " 'ATL06_20200215000612_07680602_003_01.h5',\n",
       " 'ATL06_20200225115703_09280606_003_01.h5',\n",
       " 'ATL06_20200329102444_00440706_003_01.h5']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filelist = region.avail_granules(ids=True)\n",
    "filelist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 Obtain ATL06 data in ROI\n",
    "### 2.1 Read ATL06 data directly from OpenAltimetry API\n",
    "**This method reads unfiltered data directly from OepnAltimtery into memory without actually downloading onto local disk. If you just want a quick look or simple manipulation of the elevation data in ROI**, this method can be the option. \n",
    "The returned parameters are:\n",
    "* lat: latitude of segment\n",
    "* lon: longitude of segment\n",
    "* h: elevation\n",
    "* beam: beam number\n",
    "* cycle: ATL06 cycle number\n",
    "* time: acquisiton date of data granule\n",
    "\n",
    "**If you want to obtain a more complete list of ATL06 variables and perform complex data analysis, then refer to section 2.2, it offers a higher flexibility of accessing different variables and support data filtering.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Send requests to the OpenAltimetry in parallel "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.07 s, sys: 326 ms, total: 3.4 s\n",
      "Wall time: 3.92 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from shapely.geometry import Point\n",
    "import matplotlib.pyplot as plt \n",
    "from pyproj import CRS\n",
    "from itertools import compress\n",
    "import concurrent.futures\n",
    "import rasterio\n",
    "import rasterio.sample as rio_sample\n",
    "\n",
    "para_lists = file_meta(filelist,DEM_bboxq)\n",
    "\n",
    "### Parallel processing ###\n",
    "pool = concurrent.futures.ThreadPoolExecutor(max_workers=30)\n",
    "parallel_data = {pool.submit(OA_request,paralist): paralist for paralist in para_lists}\n",
    "\n",
    "results=[]\n",
    "for future in concurrent.futures.as_completed(parallel_data):\n",
    "    r = future.result()\n",
    "    results.append(r)\n",
    "    \n",
    "ATL06_DATA = pd.concat(results) \n",
    "\n",
    "# convert into geodataframe\n",
    "geometry = [Point(xy) for xy in zip(ATL06_DATA['lon'], ATL06_DATA['lat'])]        \n",
    "gdf_OA = gpd.GeoDataFrame(ATL06_DATA, geometry=geometry, crs=CRS('EPSG:4326'))\n",
    "gdf_OA = gdf_OA.to_crs({'init':'epsg:'+DEM_epsg})                \n",
    "gdf_OA['x'], gdf_OA['y'] = gdf_OA['geometry'].x.tolist(), gdf_OA['geometry'].y.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Filter ICESat-2 elevation anomalies based on DEM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# basic data filtering based on DEM elevation\n",
    "rio_ds = rasterio.open(dem_file_path)\n",
    "ddf_xytuple = list(gdf_OA[['x', 'y']].to_records(index=False))\n",
    "\n",
    "sample_gen = rio_ds.sample(ddf_xytuple)\n",
    "rasterddf_gpd = gpd.GeoDataFrame()\n",
    "\n",
    "h_raster = [float(record) for record in sample_gen]\n",
    "\n",
    "gdf_OA['dem_elev'] = h_raster # DEM elev\n",
    "gdf_OA['diff_elev'] = gdf_OA['h'] - gdf_OA['dem_elev'] # elevation difference between ICESat-2 and DEM\n",
    "gdf_OA['abs_diff_elev'] = gdf_OA['diff_elev'].abs() # absolute value\n",
    "\n",
    "# remove ICESat-2 data with elevation difference larger than 20m\n",
    "gdf_OA_final = gdf_OA[(gdf_OA['abs_diff_elev']<20)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot elevation differnce and filtered elevation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot elevation\n",
    "fig=plt.figure(figsize=(12, 10))\n",
    "ax1=fig.add_subplot(221)\n",
    "ax2=fig.add_subplot(222)\n",
    "ax3=fig.add_subplot(223)\n",
    "ax4=fig.add_subplot(224)\n",
    "ax1.set_title('ICESat-2 Elev', fontsize=18)\n",
    "ax2.set_title('DEM + ICESat-2', fontsize=18)\n",
    "ax3.set_title('dh', fontsize=18)\n",
    "ax4.set_title('Filtered elevation', fontsize=18)\n",
    "plt.tight_layout()\n",
    "C2 = ax2.imshow(DEM.dem, extent=spatial_extent)\n",
    "gdf_OA.plot(column='h', ax=ax1, legend=True, cmap='viridis')\n",
    "gdf_OA.plot(column='h', ax=ax2, legend=True, cmap='viridis')\n",
    "gdf_OA.plot(column='abs_diff_elev', ax=ax3, legend=True, cmap='RdYlBu_r', vmin=0, vmax=20)\n",
    "C4 = ax4.imshow(DEM.dem, extent=spatial_extent)\n",
    "gdf_OA_final.plot(column='h', ax=ax4, legend=True, cmap='viridis', marker='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Download data from NSIDC, reduce and filter downloaded ATL06 data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Download Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only download if data folder is empty\n",
    "if not list(data_home.glob('*.h5')):\n",
    "    region.earthdata_login(earthdata_uid, email)\n",
    "    region.order_granules(email=False)\n",
    "    region.download_granules(data_home)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190430022142_04860306_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190129064202_04860206_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20181019231110_03260102_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190419143053_03260302_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190729220121_04860406_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190118185056_03260202_003_01.h5\n",
      "Total number of files: 6\n"
     ]
    }
   ],
   "source": [
    "#Check downloaded data\n",
    "files = list(data_home.glob('*.h5'))\n",
    "\n",
    "for f in files[:10]: print(f)\n",
    "print('Total number of files:', len(files))\n",
    "\n",
    "#check the ICESat-2 file structure (!)\n",
    "#!h5ls -r {files[0]} "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reduce and filter ATL06 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!python system-status.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running in parallel (10 jobs) ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=10)]: Using backend LokyBackend with 10 concurrent workers.\n",
      "[Parallel(n_jobs=10)]: Done   3 out of   6 | elapsed:   10.3s remaining:   10.3s\n",
      "[Parallel(n_jobs=10)]: Done   6 out of   6 | elapsed:   11.4s finished\n"
     ]
    }
   ],
   "source": [
    "# Parallelization\n",
    "\n",
    "njobs = 10 \n",
    "\n",
    "if njobs == 1:\n",
    "    print('running in serial ...')\n",
    "    [atl06lib.read_atl06(f, DEM_epsg, outdir, DEM_bbox) for f in files]\n",
    "\n",
    "else:\n",
    "    print('running in parallel (%d jobs) ...' % njobs)\n",
    "    from joblib import Parallel, delayed\n",
    "    Parallel(n_jobs=njobs, verbose=5)(delayed(atl06lib.read_atl06)(f, DEM_epsg, outdir, DEM_bbox) for f in files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt2r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190129064202_04860206_003_01_gt3r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt3l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20181019231110_03260102_003_01_gt1l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190129064202_04860206_003_01_gt3l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt1l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20181019231110_03260102_003_01_gt1r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt3r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt2l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt3r.h5\n",
      "Total number of files: 17\n",
      "Variables:\n",
      "/                        Group\n",
      "/dac                     Dataset {46}\n",
      "/dh_fit_dx               Dataset {46}\n",
      "/f_sn                    Dataset {46}\n",
      "/h_li                    Dataset {46}\n",
      "/h_rb                    Dataset {46}\n",
      "/is_asc                  Dataset {46}\n",
      "/lat                     Dataset {46}\n",
      "/lon                     Dataset {46}\n",
      "/q_flag                  Dataset {46}\n",
      "/s_fg                    Dataset {46}\n",
      "/s_li                    Dataset {46}\n",
      "/snr                     Dataset {46}\n",
      "/t_dt                    Dataset {46}\n",
      "/t_gps                   Dataset {46}\n",
      "/t_year                  Dataset {46}\n",
      "/tide_earth              Dataset {46}\n",
      "/tide_load               Dataset {46}\n",
      "/tide_ocean              Dataset {46}\n",
      "/tide_pole               Dataset {46}\n",
      "/x                       Dataset {46}\n",
      "/y                       Dataset {46}\n"
     ]
    }
   ],
   "source": [
    "# check reduced ATL06 files\n",
    "outfiles = list(outdir.glob('*.h5'))\n",
    "\n",
    "for f in outfiles[:10]: print(f)\n",
    "print('Total number of files:', len(outfiles))\n",
    "\n",
    "# check variable list\n",
    "print('Variables:')\n",
    "!h5ls -r {outfiles[0]}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of files: 17\n",
      "Number of points: 894\n",
      "        dac  dh_fit_dx   f_sn         h_li      h_rb  is_asc        lat  \\\n",
      "0 -0.078387  -0.263047  127.0  2641.562988  0.981449     0.0  48.769324   \n",
      "1 -0.078386  -0.349660  127.0  2635.364014  0.951949     0.0  48.769144   \n",
      "2 -0.078381  -0.148199  127.0  2603.774902  0.729345     0.0  48.768427   \n",
      "3 -0.078380  -0.075832  127.0  2601.487793  0.717039     0.0  48.768247   \n",
      "4 -0.078379  -0.081239  127.0  2599.798340  0.700932     0.0  48.768068   \n",
      "\n",
      "          lon  q_flag  s_fg  ...  snr          t_dt         t_gps  \\\n",
      "0 -121.832047     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "1 -121.832073     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "2 -121.832173     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "3 -121.832198     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "4 -121.832224     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "\n",
      "        t_year  tide_earth  tide_load    tide_ocean  tide_pole              x  \\\n",
      "0  2019.326304   -0.024615   0.003656  3.402823e+38  -0.000628  585820.033780   \n",
      "1  2019.326304   -0.024615   0.003656  3.402823e+38  -0.000628  585818.482160   \n",
      "2  2019.326304   -0.024613   0.003656  3.402823e+38  -0.000628  585812.354739   \n",
      "3  2019.326304   -0.024612   0.003656  3.402823e+38  -0.000628  585810.797554   \n",
      "4  2019.326304   -0.024612   0.003656  3.402823e+38  -0.000628  585809.211173   \n",
      "\n",
      "              y  \n",
      "0  5.402471e+06  \n",
      "1  5.402451e+06  \n",
      "2  5.402371e+06  \n",
      "3  5.402351e+06  \n",
      "4  5.402331e+06  \n",
      "\n",
      "[5 rows x 21 columns]\n"
     ]
    }
   ],
   "source": [
    "# Get list of files to plot\n",
    "files = list(outdir.glob('*.h5'))\n",
    "\n",
    "dfs = []\n",
    "for f in files:\n",
    "    f_data, vnames = atl06lib.read_h5(f)\n",
    "    dd_data = dd.from_array(f_data, columns=vnames)\n",
    "    dfs.append(dd_data)\n",
    "\n",
    "# List with one dataframe per file\n",
    "#dfs = [dd.from_array(atl06lib.read_h5(f), columns=vnames) for f in files] #\n",
    "\n",
    "# Single parallel dataframe (larger than memory)\n",
    "df = dd.concat(dfs)\n",
    "\n",
    "print('Number of files:', len(files))\n",
    "print('Number of points:', len(df))\n",
    "#print(df.head())\n",
    "\n",
    "# dask dataframe convert to pandas dataframe\n",
    "df_nsidc = df.compute()\n",
    "\n",
    "print (df_nsidc.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot elevation\n",
    "fig=plt.figure(figsize=(10, 5))\n",
    "ax1=fig.add_subplot(121)\n",
    "ax2=fig.add_subplot(122, sharex=ax1, sharey=ax1)\n",
    "\n",
    "cm = plt.cm.get_cmap('RdYlBu_r')\n",
    "ax2.scatter(df_nsidc['x'], df_nsidc['y'], c=df_nsidc['h_li'], vmin=df_nsidc['h_li'].min(), vmax=df_nsidc['h_li'].max(), cmap=cm, s=15, label='Icepyx')\n",
    "cs = ax1.scatter(gdf_OA_final['x'], gdf_OA_final['y'], c = gdf_OA_final['h'], vmin=gdf_OA_final['h'].min(), vmax=gdf_OA_final['h'].max(), cmap=cm, s=15, label='OpenAltimetry')\n",
    "\n",
    "plt.tight_layout()\n",
    "ax2.set_title('Icepyx', fontsize=20)\n",
    "ax1.set_title('OpenAltimetry', fontsize=20)\n",
    "colorbar = fig.colorbar(cs, ax=ax2)\n",
    "colorbar.ax.tick_params(labelsize=15)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
